{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Combining PennyLane with Amazon Braket"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-block alert-info\">\n",
    "<b>What is PennyLane?</b> <a href=\"https://pennylane.ai/install.html\">PennyLane</a> is a Python library for differentiable programming of quantum computers, allowing you to train a quantum computer the same way as a neural network.\n",
    "</div>"
   ]
  },
  {
   "attachments": {
    "pl-braket.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![pl-braket.png](attachment:pl-braket.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "PennyLane integrates with Amazon Braket to add additional features for quantum machine learning and optimization. This introductory tutorial walks you through how to train a quantum circuit using Amazon Braket simulators and PennyLane's automatic differentiation capabilities."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "PennyLane is already installed on Braket notebook instances. On a local machine, PennyLane can be installed by following [these](https://pennylane.ai/install.html) instructions. It can then be imported with:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pennylane as qml\n",
    "from pennylane import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To use Braket as a backend in PennyLane, we have to create a PennyLane device. Here we will first create a device that uses the local Braket simulator that runs on your local laptop (or on the server that hosts this notebook)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "wires = 2  # Number of qubits\n",
    "\n",
    "dev = qml.device(\"braket.local.qubit\", wires=wires)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below we will also show you how to scale out simulations to the AWS cloud."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Defining a circuit"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will choose a simple two-qubit circuit with two controllable rotations and a CNOT gate."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "@qml.qnode(dev)\n",
    "def circuit(params):\n",
    "    qml.RX(params[0], wires=0)\n",
    "    qml.RY(params[1], wires=1)\n",
    "    qml.CNOT(wires=[0, 1])\n",
    "    return qml.expval(qml.PauliZ(1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The ``qml.qnode(dev)`` decorator binds the circuit to the local Braket device. Now, every time that ``circuit()`` is called, the quantum computation defined in the function above will be executed with Braket."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-block alert-info\">\n",
    "<b>Note</b> PennyLane also supports automatic differentiation with PyTorch and TensorFlow <a href=\"https://pennylane.readthedocs.io/en/stable/introduction/interfaces.html\">interfaces</a>. The choice of interface can be specified using:\n",
    "<code>@qml.qnode(dev, interface=\"&lt;interface&gt;\")</code>.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluating the circuit and accessing its gradient"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's set some values for our controllable parameters:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "params = np.array([0.1, 0.2])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The circuit can be evaluated with these parameters using"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Expectation value of circuit: 0.9751703272018161\n"
     ]
    }
   ],
   "source": [
    "print(\"Expectation value of circuit:\", circuit(params))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Drawing of circuit:\n",
      "\n",
      " 0: ──RX(0.1)──╭C──┤     \n",
      " 1: ──RY(0.2)──╰X──┤ ⟨Z⟩ \n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(\"Drawing of circuit:\\n\")\n",
    "print(circuit.draw())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A crucial element of machine learning and optimization is accessing the gradient of a model with respect to its parameters. This functionality is built into PennyLane:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "dcircuit = qml.grad(circuit)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, ``dcircuit`` is a callable function that evaluates the gradient of the circuit, i.e., its partial derivatives with respect to the controllable parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-0.0978434 , -0.19767681])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dcircuit(params)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training the circuit"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Suppose we now want to minimize the output of the circuit by updating its parameters. This can be done using gradient-based optimization.\n",
    "\n",
    "First, an optimizer is fixed:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "opt = qml.GradientDescentOptimizer(stepsize=0.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The next step is to run the optimizer for a chosen number of iterations:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Minimized circuit output: -0.9999996577749632\n",
      "Optimized parameters: [4.19618503e-04 3.14087965e+00]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "iterations = 50\n",
    "\n",
    "costs = []\n",
    "\n",
    "for i in range(iterations):\n",
    "    params, cost = opt.step_and_cost(circuit, params)\n",
    "    costs.append(cost)\n",
    "\n",
    "# Visualize results\n",
    "import matplotlib.pyplot as plt    \n",
    "costs.append(circuit(params))\n",
    "plt.plot(costs)\n",
    "plt.xlabel(\"Iterations\")\n",
    "plt.ylabel(\"Cost\")\n",
    "\n",
    "print(\"Minimized circuit output:\", circuit(params))\n",
    "print(\"Optimized parameters:\", params)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-block alert-info\">\n",
    "<b>Note</b> The circuit considered here is very simple and can be optimized easily by hand. However, the need for PennyLane's automatic differentiation capabilities becomes apparent as we make the problem more complicated, e.g., with more gates and different types of output measurement. In later demos, we will also see how Braket can be used to parallelize evaluation of the gradient, providing a turbocharger for quantum circuit training in PennyLane.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Running circuits on Braket's managed simulator, SV1"
   ]
  },
  {
   "attachments": {
    "remote-single-job.png": {
     "image/png": 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+Qe3uduD+v+avN6kCn7Qf6A5wKRIrcVR2w1oJUKxLwchyrToKJeYSB1gPfYk+YNk+cDv8scqaK1F6Mh2X0XcpuGmyCAmQAAmQAAlkEAKhoaF4/PgxYqLCAb9z6SeoJVV4S+l5EmEX+pCCXQbxS5qZOQlQrEvmuEtUnbsZIzn4oG7ZD+ocH44PfYA+YOwDHmGPEcPFmZN55+TpJEACJEACJGD5BLRaLUaNGoWaNWrg0Pa/ABG0UiqGZYRyD/8DokNiDYwwCAwMRGRkErPZxirNHRIgAXMSoFiXRJqR2mgVXWH80Mb3fIinD9AH6AOZzwfuhPlQsEvivZOnkUCyCIgQrokAooKAcD8gzAcIeQAEeQKBt4GAW8DzG/Fv8pksnB58Dwh5CIQ+BsKf6hZ0lzq1zDydrLHgySSQCQkEBwejevXqsLHJijkTP0m75A/pKOxpA2T9Ot31UYS6EydOoGPHjhg3bhxCQmILeZnQJdhlEkhXAhTrEsGv0WrUQuV8IM98D+Qcc445fYA+kJAP3A1/wimxidw/+XEGIaAEskjIIupqkyiLqGCdYBbxTCd4hfkCId464Sz4rk4UE/Hs+c3YwlmAu05QE+FMtkAP3SZim5RT231dPSH3dftKiPMA5IHx2dXU3WSNJrFBhLzIZ7qIEum3SlxDMS+DeCzNJIFUI+Dt7Y2iRYvC1jYrFvwyJFOIdfA+oLv2Ayqa7pNPPsEbb7yBmjVrwsfHJ9VYs2ISIIHECVCsM8EoQhOF22GPzLZ4eUIPfTxOQYA+QB+gD2Q8H/CJfG7iDsKPSCCdCYgAFR0GRAYCERKl9vhFlJqXbmFxiVBLbXEso9b//JpOhBQBUSL1hJ8mKp0HlM2TAAmkNgEPDw/kzp0b2bLZYPmszzOFWKf12g6NRDEDKpKuQ4cOSqwbNmwYp8KmtsOxfhJIhADFugQARWljcItr01GoDM14AgJFH44ZfSDtfCAgOjSBu4h1H3727BlKliyJn376ybo7agm9U5Fv0TqxSMQ3iXxTAtyzFyKcr5EQ5/liqug1CnGpIRQG3zdEoFiCa9AGEiAB8xK4desWnJ2dYZfNBqvnDc8UYp2syad9dklNhfX390eNGjWUWPfpp58iKor/pDCvh7E2EkgeAYp1CfB6Gh1EoYpCFX2APkAfoA+Y9IGbYd6I0kQncCex3sOypo1Mk+natav1djI1eibrpukj3mRdNjXN9ImR2CZRb0Zrs6WG4MQ6X1/IlKm0IpzyjwRIwKoIXL9+HU5OTrCzs8W637/MNGIdHh0CooPx6NEjlChRQt3fe/fujfDwcKsaX3aGBDIaAYp1CYyYZ7iPyQc0Rq6kXeQKWZM1fYA+YMk+cC/iaQJ3Eus9fPz4cfVjvnPnztbbydftWUwEEPYECPIC1FpuabAmG4W41xfiksNQEllkQrH+db8aLE8Clkrg8uXLSqyzt7PFhoUjAS8X684Gq09s4eUK7aODeHBtPwrmz6Pu7927d4ck3OAfCZBA+hGgWBcPe8n8askPhrSNwgV9gD5AH7AsHwiIyVzTYY8ePap+zHfq1Cmeu2hmPqTVTVEVgS45og/Pzbi8ZF07ScjBPxIggQxP4Pz583B0dIS9vS22LP46cwh1esHO0wV3j/2FAvlyGe7vQUFBGX5M2QESyMgEKNbFM3r+UZwCSyHAsoQAjgfHgz5g2T7gHvYoU2WHpVgXz48HWUsu6E7GFZ0oGL7e2EnCDtlkGnPIAyaliOcrwkMkYOkETp8+rcQ6B/tscF06JtOJdd4nlqFQ/txKrGvXrh0CAgIsfchoHwlYNQGKdfEM78MIf0bWcZ0q+gB9gD5AH0iWDzyLzjzRNUeOHDH85z2e22jmOiRZQiXxAMUuMojPBySbbCZNRJO5LgTsrTUQOHbsGBwcHODgkA07V3yX+cS6k8tQuIBuGmzr1q3x/Dmz3luDX7MPGZcAxbp4xs4j7HGyHtAY8WLZES8cH44PfYA+kBY+4B7qDY0kEMgEfxTrAMSEAZJo4Pl1ilTxiVQ8Ftsvwh4DktmXfyRAAhZL4NChQ0qsc3Kww/61kzKdWPfo1HIUL5xP/TOuefPmkMzv/CMBEkg/AhTr4rDXarUU6hhNQx+gD9AH6AMp8oFAEXAywZ9erOvYsWMm6G3cLmqBMJ/YQgyFKfJIig/IFFkmpIj7heI+CVgMgf3798Pe3h5ODvY4kAnFOp/TK1CqWAEl1jVu3Bh+fn4WMzY0hAQyIwGKdXFGPRqaFD2gpUXUBttgdBB9gD5AH7BsH/CO8I9zV7HOXTc3N/VjPtOJdRIZJdF0SRFmeA45xecDARTsrPOqyF5ZA4H//vtPJ9Y5Zk6xzvfMCpQrVUjd3+vVq4enTzNftntr8GP2wXoIUKyLM5aRGmaCpRhg2WIAx4fjQx+wXB+4FeYd565inbuHDx/OfGKdREQFelCAik+A4rHk+YVkC0bmmDJvnVdA9spaCezatQt2dnbI7miPg+smZ7ppsE/PrULl8kXV/b1mzZrw9fW11qFmv0ggQxCgWBdnmKK1MYys4/Q3+gB9gD5AH0ixD4RrIuPcWaxvVy/WdejQwfo6F1+PJKKOQl3yBCkKeKZ5ZZIo3Pi+TjxGApZK4J9//lFinbOTAw6t/yXTiXX+51ejRpUSSqyrUqUKHj9+bKlDRbtIIFMQoFgXZ5g1Wk6DZdSO5UbtcGw4NvQBy/eBwEyQ+VEW4X7jjTfQvn37OHdRK9yVpCESCUXxiQzM6QOSmEQbY4VfGHaJBDIuAVdXV51Yl90Bh//OfGLds4trULdGGXV/r1ChAry9M8dsgYzrsbTc2glQrIszwhowwQTFAMsQA64E3sUhj7PYc/Uodl0+gk1Hd2LL8d04ePsMLgV4pjjqh+NrGePLcbDecXgaFRjnzmJ9uwcPHsw8Yl3IA4pU5hSpWNdLfwrn4u3Wd3VkjzIyga1btyqxLoezI9w2Tsl0kXWBl9eiUd3y6v5epkwZ3Lt3LyMPJ20ngQxPgGJdnCGMYWSd1YpA54K8cCLAAycDPHDi0VWc9L6KU4+upVt/j3hdwAa3fzBv7Z8YM2U8Phw2AK07t0OVWtWQv3BBZM2aVd0sJXol7mbv4ICWHdtg64ndqWq/MLoafC9V20iuaLX52C5M/O1XLNu5Hqd9bliUbcntS9zzr4XcV2Ls8QeXrapfcftp7fvekc/i3Fmsb1cv1rVr1876Omfco4hnL4UVikxkYW4fCHQ39ja+JwESSGcCGzduRLZs2ZAzhxOObPo104l1QVfXoUWjSuq5o0SJEvDw8EjnEWHzJJC5CVCsizP+FOsyfrTLgs3L0aPvu6hWtyaKlS6BvIUKIHuuHLBzsH9F9BIRzMk5OyrXrIYBwwdj+9n9qSqSiDhYr2lD2CdgS1xRLke+PChZtQJqtmmKZu91RefPPkKP4Z+gZLnSKF2+LIqVKoHLZoqyuxJ0F1/++A2mLJ6DXxbNwpDRX8DGxgazVy1IMROpc+CXQ3Hs3sUU12Es7EikoTG7LFmzom7TBpj1GjYa12/u92d8bsDN83yS+i6+kStPboOPFi9dAr0G9MWvi+dg15UjSarD3PazvpRdD73CrX9B5gMHDihftWqxTqYoPr9BgcrcAhXri+1Tmqg4v0S5SwIkkF4E1q9fr8S6XDmdcGxz5hPrgq+vR5vmVdX9vWjRorhx40Z6DQXbJQESAECxLo4bUKxL2cOppTzUS2SSRJ2J6FWoVHFUalQHdTq0VEJXqw/eRpuPe6HLZx8Zto5DPkD9Tq1RoHgRVSZLlizo+v7bkKi31OiTCDKNWjVF7rx5kKtAXuQqmA8lqlZQNnYa+iE+nvotRq/9DVMObsAi98NYdv/kK9uUQxuVrW27dYSIYeayc/flI6pe22y2sLG1Ue+Fo0T49R3cP8nttO3WAWUrl8fMVQswYe4UVc+K3RuTXN5UfwaN+kzV13v8CNjaZVPvc+bOhXf6905y/RIpuPf68SSfb8qeuJ9d8PfA8n83YMby+fhpwXRUbVgH5atVUtOZ454bd3/Mr+NVf3LkzY0iZUsqodRYvO075ONUsTmuHdx//WvgzUyQEVYv1rVt2zbOXdSKdiUBAIUlMkhtH4gKsqIvDbtCAhmbwNq1a5VYlztXdhzfMjXTRdaF3tiATm1qqt+jhQoVwpUrVzL2gNJ6EsjgBCjWxRlAinWv/6Ca3g/7eQvmR9N3u8QSuf68fRjzL/+XoAAmotjYvxegar1auhtUsSJmiwaLy2Pa0nmqDREN4xPjEjs21W2zKt8nGQJaXBvi2z9275Kqt1GH1qjfpQ1EPBTRSAQjp+zZsePcgSSJRTly5VBljIWm/l98mqSy8dllfKzD212QO19exe27LX/CKaeurWbtWuHiszuJtnHi4RUllooo22vgB2j8ZnNUrlk10XLGNiT0XiLg7OztXum7cLDNlk2tOZhQWVmfsEyVCshfoijG/P276t9en6sYPv5rVV/vQf1STWBMyCYef71rYTQ0ce4u1rW7f/9+5Ztt2rSxro4Z9yb4HoWq1BaqWD8Q/sTY6/ieBEggHQmsWrUKtra2yJPLGce3Ts90Yl34rc3o2bGRur/nz58f58+fT8fRYNMkQAIU6+L4QDTXrDOLcJGeD/q58uVB9ZaNlOCx+M4RNOrRXoklevEof7HCaPpOZ3y24Bf8cW1/bMHs3kl0Hz5Q3aS69+mZKix+37BU1f/DjmWGtrsNH4Bun3+MgTPGqag/iQIUuxt0a4vqrRqjfP2aKFWjstqqNKqjot06v9vdrPaJYCSM3hr0gcGuJXePo8k7ndXxIsWLJilCzNHJETXfbIp2A99H/hcRi39tX2sWW1u0b42yNSob7BvnugSOzk7KvjbdOiQ6JVjWudP7gf41f6GCZrGtaZsWKhpO+v/zwpkYs24+Wn3wlmrvncH9TLYxfNK3yGqTFRP/XWno27JbbsiTPy+cczirxCLp+Z1i28kX7sKtfGqbPrKudevWce6iVrKriaRQRyEtbXwghNkWreSqwW5YAYEVK1boxLrcOXBi64xMJ9ZFuG9Bn27N1W/XvHnz4PTpU1YwquwCCWRcAhTr4owdI+uS/1BqaQ/yefLnQ+mqFZXoMf3YVmSzs0P/EUPUOmyfjxuFjj27Qs4RsUbWq+s2rD8W3jxoEElEoCpTraISxHZeOGRSZElJ31fv3aLa/nLZTNXmYo8jeCOLbrqpXkBK6FUit0SwKl+1Ihq2aGJ222Q9uLa9uhtYSJTfEq/jaNi1rbK5QrXKiSblkIV5W/bpoeoQwU76ItOTU8IqbpkGLZqgfK2qsez7futiODg5qnZ6fvS+yXYOe5yFg6MDqjZrgFFr5qFw2ZKoUqeGyTJxbUhoX5JxzFmzSEXXFS5eFLNOb1d+la9YYdhks8Xfh7bH2862M3uRzd4OXb8YEKtfH3w7XPVJpiGbaxpxQrbzuPmve8Ex4XHuLta1q08w0aJFC+vqmL43Eu1EsYoM0sIHQh7qvY6vJEAC6UhAExOFP3+fC1tbG+TJ7YwTW6dlOrEu8vYWDHjvTfX7M1dOZxw7eigdRySNm9bEQBvxDNrAO4gJ9oYmMghaTUwaG8HmSCA2AYp1sXkgShsT7wM1H2bN/zCbWkwlAqx42VIG4eOrGRNRqGjhWNMkZd0yEU9kAX8RlyRaa97F3YYyI/74Rd2ofpgz2ez+IO2KgDV0/iRde/dOqqgqWceuRr1aEEFx1KTv8O20ifjp92lKAFqyYx3+u3bckJn1uxk/oXajema3TWxo3LG1gYN+Sq5MI67ZXBcW36LDmwY74htDRycnNHmnk6pD1giUvkrUXnznJvdYncb1UaFWNVX3rNM70GFQX0zcuQKjVs2Fja2tauvLid+YbEuSclRr0VDVUa5OdRQpU9Lk+cm1cdysScqO0tUrQbiJmCjTYIuUKAaZhmtc3wX/2yhTrRLK1KqCv+4cNXBfeGWfYUrt2GkTY5UxLvEtNcYAACAASURBVM/3lntdeh4dEufuYl27hw4dUn7erFkz6+qYvjcSGRlwk2JVWohVmb2NkAd6r+MrCZBAehDQahAe+BTel89h6ndj1CyJvJlUrIu6vRWf9euo7u/O2e2x22UNtJJsyZr/NDHQhD2F1uc0cPdfwNMVWq8d0N7bDY3PaWhCfQFNtDUTYN8smADFujiDE6aJ5INxqOU+ACdFnJBMqfkKFTAIH++PGKRuOgkljZCoJUlK0XXwh4YyMr1SRKaRP31rdn/Y4PaPqvuT6eMM7TnnyYW3P+yV5LYkA+yqPZuTfH5SuMk5+QrkR/22zQ126cU6eV1w4wDK1qiibJe11BKqM0fuXGr6rpRp0/9ddf65p+4Jnp9QPfEdF4GyXI0qyj4R6pxyOhumjsoUYhkziUT7c9uqBNsrXqYkKjasreqQBCTZc+fENTP7vEzJFVta9+up2uk3abRuv3O7WFGGXT94Fzny5cb0Y9sMzBdc2YfyVSup8wcMH5JgP+Ljw2OWc+16GhUY5+5iXbuHDx9WPtq4cWPr6phxbwLcKdZldiEtLfof5GXsdXxPAiSQhgS0mmg8f3AXd08dx223w5j8zdewscmKTCvWeWzFiIFd1P3dyckOGxb9Bn+vmwh85IXwAB9ooiPTcHRSuyktNJHB0Dw5D+3dfxKOorz7D7S+Z6GNkn/CalPbKNZPArEIUKyLhQMIiA7hw7GZhYu0FhAqVquM7DmcDeLHO1/o1qBLSKwT+2RqbNlqlQxlhi+Zrm5UvyyaZXZ/2HJ8t6r7w4kjDe2VlIywjeubva3kss9fqABqt9Ct9ydiW5laVfHuN58Z7Jx50hW58+dT/3Vc+s/6eO2VBB+127dQZfTTYE/73Ij33OTaV6N+bVR4MQ2282cfwSG7E2q3a46f/1ur2uvwaR/FVgTDPVePxttm0VLFUa5udXV+1eYNVFTj5WDzRP7p+3Pk7gXDVOthf0xWbck6hCLgjZkyXtm10GWVmh47duNC9bnwnn16B8pUrqDO++qnsfHar2+Dr5YjzMU3Fr5RAXHuLta16+bmpvy0QYMG1tUx494EelCsSwuxKrO3EXjb2Ov4ngRIIJUJxMTEICwsDP5+frh54RT2b1yOlXOn4IevBqJ5w9qQJGQi1p3MhNNgoz224ush3dX93dHRDmvnz4HHkSO4fcQNnseP4NGV8wh5+hCa6IhUHqVUrl6rhSboATT39yYs0nm6xPpM++AgEP40lQ1j9SQQmwDFutg8INEQ8T148ZhlPxgbj49MJbWxtTEIID2Hf6JuOqbEOlnrLH+RQoYyfSZ+pcqs3L3R7P7gcnqvqvvd0UMN7dXt2AoFixQytCWRcyLqiVj46cjPIPa9278PZF00476a+73YUL1JPYNdjs7Z1XpqUw5tNBwbu2mhmnIq5x5/cPkVewoVL6qSYoj41GFwX9VXyTRrDltFiK1cr6ay5YOfRqm6RQCTCLvJ+9ZjidcxVG5STx2vVKsaLgV4vtJusdIllAgp9tVs00yde/Lx9VfOe117529Yon7wiaAo/CTZSeXGdSHThEXMK1O9MnqPH2HgOvXIZhQpXUKVkWnOr9s+y6fvNetx5LM4dxfr2j1y5Ij67tStW9e6OmbcmyBPinWZXUhLi/4/vwZoGa1h/NXjexIwNwGtVgs/Pz/s3r0bEydORK9evdCiRXNULFcKhQvmQXYne3VPy/LGG+pViXXbMl82WBHrxv5P989le3tb/Dbpe5x0dcGp7a44u3MHru7fjVtuB+Fz4zwigv0BbcbMfK8JeQSYiqaLI9RBv39vFxDma2731NUXHQoE3Aae39JtgXeAiGfQRAZiy5bNaNWqFWQJEvFl/mUeAhTr4oy1d4Q/H5IzeGRdrYZ1lZgkYoxs73z5qbrxHrt3McGx/XDYQGTPlcMgnMj0RRGBJCGBuUUPSVohdXf/X/9Y7cn0zY+HD1YRdpLoQc7RbzY2Nmrds4Pup81uj3H/lFjXtL7BrkKlSqh2JcJOhDAD09FDlW3tenR6xZ6iZUpCItbkXIl+kz4cMhPHUuVKo1qjuqru0evmq7o7vav7D2CJKuUhyTrmXdiFPIULqM8++fp/r9hXumI5lKhaQdUh2XbFvsN3L7xynjGXlL7v97nO90pUqYBF7oeVbQWKF0GfUUPxwY8jseyezke/2/IncuTNrSIWJy+cmSq2pLQPLJcy0e9hhH+cu4t17Z44cUJ9d2rUqGFdHTPuTdAdinVpIVaxDUCTwaNUjL83fE8CFkZAxI1du3ZBEiI5ODioe5f+97X+VR9NV6d6GfVP03x5nHEqk4p1P3ypW8JG2OTKmR3FixREqeKFUaVCSbRqWgN93uqMyWO/wP6Nq/Dc+3aGS8KgiQyF9sF+wMvlxeYKeL3Y7srrdmg9t0NzxxUxHi6I9tgGWcsvyn0rIt23IMLjH0QEPUFkZGSKt4iICOi38PBwhDx7CL+be+F9fjPunloHd7fluLhnAY67zsPGpdPRqkVT5bdNmzbFuXPnINGh/MscBCjWxRnnexFP+KCcwcU6mU4qGWBFLBKBqffXw9QFzlR01+Axw2Frl02VkXKVGtdRmWLNlcXUWPCQ6ZlyA+wwsLehvfL1a8b68ZC3SEG17lufH77E1O0rMO6PqerzA7fPpKp/xhXrCpcpgdoNdZFq7459OR1WMuZWalhH2TRt6W+xbCpcshiqt9RNpe0+QjcFed+NE7HOMeaRnPeSPKRmM50QKAkmhKMk4WjWrpV633VoP8VUCXmSYdcmK9Yc2Bar7fLVK6NwOV0Ckma9dOtyHLxjflFW+iURklUa6Tg1eaezsu1/i6agipEgKvuSDTZHrpxYtHVlLFuTw4bnpkxUSy1u9yOse6rExYsX1XeufPnyce6iVrT7/DrFOgppaeMDkda9xqUVXRXYlQxGQKPRYO3atShYsKC6Z+nFOYkay5M7O0oVL4DWTarilzEf4OaBPzB3wiDYZM0KJda5ZL7Iupg72/Dz6PcNrLJmzWJ4r2enf83h7Ii3OjXDvn8WIyY63GI8Q8ZchLTQ0FA8f/4cjx8/xt27d3Hr1i1cunQJJ/dtxr/r5mDTkilY/fsE/DXzG8yfPBwzxw/CL2M+wrdfDsSIzwZiyMC+GPDhu/jgvW7o1aMDenRqhc5tmqBDqwbo0O5NdOrUKcVbhw4d0LZtWxUt16JFSzRqWA+1a1ZFlSqVUKF8WZQqWRyFC+ZD3tw5kd3ZWf0zX7iLqFy6dGnMmDEDT59a9+9Mi3GodDaEYl2cAfAIf8yH5Qwu1tVr2hB2DvZKGJGIMIlYkwtc1drV8dl3X2H35SOxxljWU6tQpzqKVihtEM8k6UD1erVinWeuh/r9t04pe1r2fcvQ3rSjW1ChQS2MWjMPs8/sMBzXR7J98dc0VebXnatTxSZ93yRrbjUjIal4xbJo260jqtWtqZjKVE29TVPdNsHeyVGJTMYRiEqsa91YndfzRQSeZLLVt/E6rwWKFEKd1k1U3SIY2mSzVWMqYqCsUyg3sTGr5qnP9evXSSSbsVBbvVFdFChZVJ2jT4Dx3w3z2Bdf37bfOYVilcqp8avbsaUSkH/Yvkz3umMZJCOt+JpEXMZXnscsS4RL6njcjXgS5+5iXbvyo1euq0WLFrWujul7I1N7KFSRQVr5ANdB0n/z+EoCZiMgEUtTp05F7ty51f0qWzZbtG7VDAvm/oyjW6fi1qHf4Xd+FcJubITmzjZoPV0w94dB6rkhX54cOJVJxbpfv/tA8ZLf1D993Rd/ThuK0UPewvvdm6BZg0ooU7IgHByyGc7JmcMRU34ehaiIYLONXXIq8vf3V9Fmmzdvxpw5c/Dtt99i0KBB6NGjB5o3b47atWujcuXKSuQqXKQI8uXJjRw5csApe3Y4ODjCzs4etra2yPLieVF+21jCJs+vYlv27NlRsEA+1KpeGVUqlFb+6ejoqKZyyz9ORZzkn/USoFhnNLYx0PBhOYMLdfIgbSzWyZppMr1QIpf0op3cfMpULIeu77+NLr16IFe+POozEcREiBJBSi7SvQb0TRV/cPM8r+pv0rOTak/alCmSIj7phTDj1/lX/sP//vxVlXn/+y9wzt88mVXjEx0KFSuCai8i18SGSg1ro0GLJli9d4sSwmpI8okXUzflc/26ccJRX19BiX5r01T15f1xw5XdcQVS/bnJfc2TPx/qt9Mlr5D28xUrrNbzk3p+mDNZtVWwWGEsvL5fTYktU0uXvbZW0wbQZ6Rt2L4l8hbVrU/YaeiHqsyuOAJucu0ydb5kmv3j3C4lLEqk35yzOxWbL5fNxBtZ3sDkHSsMtpmqh59lLNHOM9zH6O5ifW8fPHigvjvyEGSVf5ooClVpJVSxHSDkoVV+jdgpEkgvAhHhQZj/2xyIqCG/6e3tbPFJn7Z4eG49NPf36KY/6tchM3rVi3X582ZOsU5Ey9kTdEvYyPp9mxaNgdZLpoJuRdjNjfC/uAZeR/6Ey5Jv8eE7zSGipvDNm8cZJw6tBLRpmy32+vXr6NKlC/LmzQs7Ozv1rGIQ2rJkUfvy/CfLCYlYK+fY29ur6dBOTo7I7uQAZycH5HB2Qq6cOZA3Ty7kz5cXBQvkR6FCBVGkSGEUK1oUxYsXQ8mSJVC6dCkl+kl0m2xVK5ZBrarlUKuKbGVQvVIZVKpQVm0VKpRH+ThbxQrlUaNyGdSqXBo1K5dGnWrlUL9mRTStXwPtWjVGjy7t0Pe9t/DFp73x8+j++OPXr7Hpr19wdufveHJhAzzclqBXj/ZwdHBQfatatSpEpIyKikqvrxrbTWUCFOuMAAfFhBkEBz4YZ6wHY+PxErFOxDljwUve/351Hz6ZPg41mjeEg5Pu5i0X8HJ1qmHEspmG82UtMbnQz1g+P1X84djDK6r+el3eVG1K4gERFCVzqiS2aPRWB5SqXgkS3We44Rj9l+fnP6anil3CsGjJ4rHEunodWqJSjaqqvR59dWtYfPzrtwZWS7yOQzLZip1LdqxT5xUsIWJdM3WOXswzV9RYrjy50bhzG0P7ZWtVRavObVW7MmVZhEWxpcfAvuqcGSdckKtAPnWsVpP6OOt7E616dkHOAnnV5z2+1CUf2XHuQKoxFa6nAz1RrGJZXXSimy46UYl1b7yBX7YuTdW2jb8bfJ921zUPKxfr5D/Z8l2TH71W+RcTkSnEuhifS9A8vZyx+up/BTEPjiPm/lFon1zIWLYnJEwG37PKrxE7RQJpTkAThagATyya8x3y59NF1IlQN3Jwd/ieXREru6chacALsU4i62aO+0T9Az+zinVaz21Y9OtgdX+Xe/zSmcMSFDaDr/2NlXNGwOlFco4RQzoiPPB6mg25RJT9MGEC7B0cYO/giIKFCqFqxdJo2qAWOrdvjd693saXg3tj4lcfYOp3gzB/8pdYMus7rP7jJ2xdMR17NsyF25aZOLFtBk7vmIPzu+bj0n8LcW3/Ytw4tBS33JbD49hKeJ5Yg7un1uPB2Q3wPr8Jj85vNmyBdw4iIuABInyvIvLOToTd3Irn17bh+TUX+F/bDr8427Nr2xFxawuibm3Wbe5bEOW+BdG3tyLGYxs0d1yg9dStmwe1fp68d8GTC+vh5roIEe5bEXpjEyZ9OxS5c+dS4+Ts7IyffvoJwcHpE9mYZgOeSRuiWGc08I8jn/Oh2Qoi64zXrNMLdiLaiCim35fXBTcOvBLN9tedoyheqZxar+7Uo2up4g8XAzzVxVUffTZh5wrDTVFujLJJFlYR7CRLbKdP++KTn0croafP4P6pYpNexCleugSqtWho4NT8vW4oUaaUalMyv+YrmF8JndOObjWc8/3WxSpCrFyVirgSdBeFShRFnQ4t1ecfT/tO9cdcYpis69a0RwdD29Wa1EfDFk0MTP69dBiSnENE2CnblqvzJu//2yDY1WvRGB37v4fsuXKqz3p997myb+uJ3YY69CzM/dq0fWvV1h/X9qm2x7ksUfvjlsxK9bbN3RfWl7jo5x72yOjuYn1vw8LClP/K9coqFzrOIGKd1u8KQj3OIPDacYR6nIbsJ2X6rpznf+EIHh/dD59jBxB862SSyiWl7sTO0fhcQMiNwwi+ehDhd45D6580m1W9/lcQeWMXwi+7GLYY71NJtl0EvojrOxF+dTuiPPZB+9RCxD7JPMw/EiCB1yKgjQmHxu88rh9YiPKlCxvuUS0bVYFPIkKdRI5FuG/BL9/2hazTJmLdadcZJsW9uGKfNeyLYLlyzlcGdrMnfGySQcCVtXizaTV1fpmS+fH3ysnw9k6bSGFNRAACb+3EzYN/4tahv+BzYSNi7kjSiBfJIhJ8dTHZp2SNo9d2QDLEGkVnmvt9+K3NGPB+JzVVd8W88Wq6tsbTBbtWT0GlirpldmTWmEQYXrt2jdliX+sqYnmFKdYZjQnXq0v8ATQjPKQrsc4osu6jX75RNxFZ36xs7WoqQ+lPe1arzJwT/12JkStmY9CsH/DOmGGo2qyBOnfgl0NTVUCRNfX0SQZ+3L1atVmpehXMWbMIsqZdfJzHTBmPv1zXxPtZfOen5JgIc/rkECJotvukN/IXKmhoc+bKP5St1eNMh9Unavhx/lRINthGPdorQerT2RPU+dvP7jfUkRK79GWcnLOj+YtEDWJfvTbN1Xp6+s/lddQknUCYv3BB/HFSt/7f5P3rkePFf1jL1a5mWNOw36TRyr4Nh3eYxT5jO+K+7/1pP9XWT7tXKzZT3XTTrb+aPiHV245rC/dT/1p3M8zb6O5ifW8lu55+aYGgoCDr62B0WJIFoMTEqdT6XCLinp45rAQ3Ed1ke3r6cJIi5YJvnoxVTspG3D+XpD6LuBbmfhQB5/Yg8MJeRHgmXeiL8bmAZ2d249npXYYt5NqhJLUrHEVsMxbq5L2Ib0lhHO116JWyItpp/S7FX14i+B6eQPRdN0R7HkKUx35E3voPkbf3KqEvyuOA+kyi/DSPTr88994RaH2TxtJgd+Bt6/sOsUckkJYENJGAzwmE3dyEMcPegl02G/Wby87OBjuWjVMCR0IiStCV9Zj2XT8MeO9NdHqzpppeWKxIXlzeMzdVRZiE7Emr4yLMiegT4b4JT8+vxOkd0/HXtP+hU+vaip38M25Q33aIct+cIAeZNrt81hfIkkWSH7wBO7ts6NatGwICAlJ19GPC/KG5vy9Bu9KKYVq0E3x9Izq/2UD95lowfazBlyUK7+q+RejSrpn6TAQ7TotNVbdLl8op1r3AHqmJ5gOzFUTViQghYp1tNlsliIigoxeS9FFrib22aN861dcQc86TCxUb1lY2ylp1YtN7n3yY7j5YqlwZVG+lSw4h7N4aOUhFGRqLO226dVD29h4/wsB4zrmdcMyRHbkL5EPRsqXQ7L2u6rNPZo5X50oGXOM6UvpeQt0l2k9sU2Pbrb1hmq6+zqvB99D+rc6q3cLFimD24S3q3G/+/kMnLmR5Q/13SsrrI/82uP1jFvv0NsT3qhcRv1oxS9nzx7X9ysZB345I9bbjs4fHUlewuxH6IF1u6mnZqCx6LNcuHx8rXJ8vOjR+ASehaYzpcDzE/dQrgpuIbiG3TEeaidj25OTBV8qK0Af/q4n2O+jyfoPQphfdQq4fTrScCFOhN9xeKSt1aHwvJlpe63cZEVd3vCq4XXZBotF1/lcQccU13rIixhlEsxfjqPU9r4vAexHBF3huM9z3/IVDq6dhw9zvsGbmGLVtnj8OxzfMwqOja16pO/LWbmifJt4v1XbAzbT86rItErAuAloNtH7nlHBz5b+5KFFUt/yJ3J9sbbLi4IbJumirBKKf7hxahNLFC6j7mf4ZwTm7A/q90wIrZg3H1b3zIFM+DRFbCdST6sKNV0JRY7Km3GaE3vgbzy+tVVGE944vxc2Dv+Pszuk4tmUyjmyejEMbfsb+dT/i3xXjseH30Zgx7iP0f7c1mtaviMIFcyGbrU7g1DOQ1/69WiHy1qZXRTEvVwReWYcl0z9D7WqlYrErUKAATp48mWo+po14Du2DA6/alF7jksrtyrTXtzs2V+vubVo+M1a/RXD1PbcWXw16B7IGn4xZoUKFMOGHCfB56AVtVAigiU61sWDFqU+AYt0Lxv5RQXxgthKxrnajerHEuvYDe6uL17fTJmLh5hX4YOjHKFe5gkoy0axdK/Qd8jEkam3+hiVplpFTMpSWq1vdIDpJ1N+7qZTQIjmiTOkK5VDzTV1yCBGz+kz4Eja2NrG+Gye9r0Kmy9pmy4bxLksNfRDxTm4Ssv5e63491fGBM8apY8bZYpNjT9xz7eztYJxFt/XbnVGtTs1Y9kmZi8/u4M2u7VXbufPlwfT9G5Q9b370jjomEUHSv09n/aD2Nx/b9Uodcdt+3f3Zqxaotj6e+nLNP1u7bOg9+KNUb/t1bWf5lAl7WmhT/y6eji3ID3L5znt6WuEUvuiQVwScuIJOeu+LuKaPqDN+fX7xqEnbZdqs8fnG76MfmRaXIu+djldsE8Et5vF5k+0Kr4Dzew3lHxzeCs99m9R+tHfikWiax2cMgtjNXYtRpWwJrJv1jTomEW+mxiPG+6ShrD4yz+/U3wi5uBVRt/a8UlaOBV/Yil4dm6NIwbzKz8XXTW3FCuVD+2Z1MO6zPtizdBKen9mIiGv/QONz9pX6X7H1edqt85SOlww2TQKpQkAb9hCQ6YieLkqQkmQH8l3NmiWLeu3Spg7+XTleRY+JuBFXVIt034w1v41AvZplYJfN1vA9l0ilbNlskCuHE+pUL40B77fGnAkDlNh1de98JYpFum+C9s62V+qM24apfSkv9Ty7vAYPTy2D++FFOL9rFo5snoRdq8Zjy8JvsGr2l1j0yzBMH/chxn3ZEyM+6awiAXt1boLOreuiZePKqF+rDKpUKKrEyry5nZHDWRIo2MPR0Q6ODrpNsrja22dT/bSxyaqi4Uxd16Z+188QyaX64OWKkGt/q2jF9i1rqbrilpdkD25ubqkz1ppoaH1OvxZvU2NhiZ+F39qCj97vCltbG+zfMD3evougN+fH/6FoYfldlkWtJ/xO9464dWwdYh6dhDbgNrSRQYA2JlXGhZWmHgGKdS/Y3ot4ygdmKxHrajWsqzJvihgj29sjB6kb76+L51jMGJeuVB6SqVRvo0Slvftxn1fsk3XzVh90wY+LZ2H0rz+oKZ6jJ49T02VPPLzyyvmvK6qUrVTekMlVbOs3eYyaDhC3XolEE+GsaOkS+PP6QdUPSTZRoUEtxbrx27p15Qa8WLNOBL64daRkXwRCEdz03Nr36g4Z7/jquhJ4V2X0lR8R0q81HscgmXVz5MujbJQ6hs7/Wb3fdvK/eOuIr96UHtt0ZKdqS5Ja6O3PU7gAOr3bPdXbTqnNLJcykU7PTaPVpN7d2wJqLlOmjPLpy5cvW4A1ZjYhKihxgSUdoun0Io+sOff46D54u+3F+M8GY2jvXgYBTtagM7UOnKxPJwKdlB332WBs+W2WoWy4l2lhKfTWESWu+Z/ehT9/HoNFP43BoyOu6li45wmTzMSm50ZTYOtWq4RSRQvj6cmdCPc4ZrKs9NtYrFs6RbemUtfWDXVi3c1dJstHex2OJdZt/u17FXEz+P1OCLvs8krZ8CsuKpIu7kOo7MsDbp6czmpztLdT34H4zsuVIzu+HfI+np/ZhOh7pgVUUKwz8xeY1WUaAppIaH3cDALGvrUTkSeXk1p3rlmDSihWOK96nyunE5rUq4Cl0z9HwOW1hvP14kyMx1Z4n1qGTQvH4JPebVCtYgkldsn6dfrvt0zzFMFERLAihfKgRuUSaNeiBt7r0hSD+rTFFx93wshBXTFqcOxt5OCuSlwbPqAzjLcvBnTCkA/aoW+P5mjfsiYa1C6HyuWLoUSRfCiQLyfy5s6OnDl0gpsIbNK2XH/EJhESxR69bSl9lfqcHO1RrHAe1K1eBu93a4Kfv+6NJvUqolzpgji4YZKKKIy+vQX3jv+FVXOHo0ubusiTK7uyQdoVe4oWyo3cuZyUPcWKFYNkaU2Nv5gQX2jv7nxl/PTjaI2vkbe34fNBfdX4/7smfrFO+h1zZxtclv2MGlXKv/CPLKhVvTJ2r52GqNtbob3/H7RPzkET5gcto+1Swz1TpU6KdQAk+uFm2EM+MFupWNfvx1Hq5jFpwQyLGePq9WqhRJUKBtEmX7HCePvDXpAINIkA7Pr+2yhVXvcgbHwDzmZnh5Lly0ASLZQsVxqXAjzN2qcK1SrFEuv0kXGSOEIvQOhfx82apLi27d4R6x+eUX2RqZ1VmzdA015d1H7/KWPVOeayUyLiJGuuXuzq1OdtSPZfvU1xXyVDbMeeXZUNQ77/SpWbuHOFEuykjv8tmqI+czm9N8E64taZ0n0RV2UsW/TubrC/VNUKaPJm81RvO6U2s9zriXXRVv4fzBo1aiifPn78eKr8QEnXSiMDXhFw9EKZJbxqnlxWAtuSyRPVGPTt1tkguIkQp3macNIGyQArgt6pTWtV2fIlSxjKJpZoQtaqkyi6fSvmqbJyTVszY4JOrPM4bpJZ9KPz6jwp73VAt2anTdasuLZzDQIv7TdZVol1PmcNgtsfE/6n2m9er5o6JhFspsYlrlg34qMekLbrVCmnyiNOkovIG/+q48t/HYmZYwdh/eyxOLJuhnq/ctrXBjskSs/3+Dqc2DAba2aMwQ+ff4CurRqgQF5dlj7hU65kEVz9ZyGibu9F3HZe2nwtXd2djZNAhiUQ7gvc1UXViWBxeNMk5MvrrASk0UN6YM/qCWhctzwkI6x8H2V6a6+ujXF6+3RE3d7yqujj5YLIW5vhdXQx9qyagMlj+uL97k1Qu1ppFCmUW5UX0UzqSu1NxDgRwmQqr0T42dnZqkg2iZLL7uSgIv4kgk6EvSIFc6N4kbwoXaIAKpQpihqVSqJejXJoUrciWjSsgtZNqqpEEO1b1kDXtnXwfvfGseTBmwAAIABJREFU+F//Tpj740DsXD4OF3fNxqMzyxF2YwMkI+z9E0twYdcseLgthOuSbzHiky6oWaUkJDJP328RDPPlyYGh/drjwr+z0LOTbt3v4sWL48aNG+Z3Ka0200XViU9H33HF6BGD1TTYZfN+jB3pGDdS1MsF1/cvRNuWjfDGi8hSyYr826QvEHpDt/ag1msHNN7HoAl5wmQU5vdSs9dIsQ5AhCaKD8tWItSJuCDTYG1sX65Z98U8XfTUxN9+tZhxlgymJSqVM4g2ZWtVQ7FSJZAt28uboEyNLVenOjp82gefLfgFUw5thESv9frmM3WjTI1osCq1qsdas+6rlbNVBF1Cok2Pvu8qW3oO+cjQF1mDTzLtihgm02gdszuZjbv8MOg45ANV9/L7p9Dzo95o1KqpyfolOjFP/ryQ6bB/ebgZ7BT7vloxW9mfFtNghaGwqNflTYMNVRvWUWssJsSXx19PLEtvfrIWqjX/NW7cWH1/9u7da33djHxuUvx5KbIkvsZbapwb43tJCWzjhg1WY2AcHSdinQhyptr1O3sYl1w3qbIOdnZ49CJBRdAN08kiIjxPKMFt11+zVNkW9WsZBLiwRMQ6fVkR605v1mXDrl+9sqG8JMwwZbPW96VY99v4Yar9GhVL68S6qztMlo0r1n0zqJcqX7tKWZ1YFydKMvrekViCnH7qbFJfQy9uxbY/fkDF0sVUOzJF9v6hlYh0NzFd18qnzVvfRYI9Sn8CWmglKtVIsDjp8isK5s+pRK6vB/dQQp5EzE355gOUKVlQifQiNkkk2aQxfXH32GJE394aqw7j+iDinftmPDm/Cpd3z8GOpd9jxrj+GNqvEzq9WQs1q5RSAlnRwrlRuEAuJZzlz5cDCW358jhDbbl1r0poK5Qb5UoVRv2a5SBimghpQz/sCLF//IheyvY5Ewfgz1+HYNXcz7F50RjsWj4B+9f+jKObpuC063Rc2j0bNw/8Bs9jC/Ho9Ao8Ob8a/hfX4vnltQi4sg6BV9Yj6Op6tfZe6I0NiLq9SSf6qIypL6cGS1bcZ5fWwG3zLxg99C1Ur1wCTo6xI4jlt7hEKnZtWw+7Vv6AcFnTzssVH/Zsoa53JUqUwM2b5l+HUxsVDO293QmPlZEfxBrDDH5c6+mKGeOHqnW3Z0z43LRY96Kvfpc2YvT/PoSdnb0ak2yy3FKPDrh9ZLlu7UVPF2i9tivxUxsZmP5fZVqQIAGKdQACo0NNPuyn9wMf20/eA7skmJApmvroq++X6gSZCXN/sZhxbtW5LYqXL22wsdHbHfFGljdQpXFdvPvNMIzdtBCL3A8bPtf3RV7f++5zdeF1TYVoMJlSqs8Gu+LBKWy8dQzFS5dMkJtEzDVto7s5d/3841fsHbV6Ltq/2y3B8snxbZnWKj+w3h32MUavnodPJ3yN8lUqokjxorjg72Gyje9m/KTKDv/pG2x4dN5g5+T9f6vjq/duMVk+OXaaOrd42VKo1/mlWNe0Q+t419wzVQc/S971ID15hcZEJHjztYYP2rVrp74/27Zts4buxO5DhL9J8ceUqJQWn0U/1ol1k77U3Q+mjBphiI4TsS76sem15/zOuuHewd1q/OS6ev3fbap80PVExLq7p5S4dsFluSpbKF9eg9iWmFinj8oTse6/ZXNU+arlShvKJ7bmncb3vEFA04t1pYoV1B27ut3keMUV62RdOel3narxR9ZJBJwknpCIvcgbu1QW2uj7RxF954AS3CTyLuLaDjWF1pSA9/TkejSsWVG1JevfyblST7w+YuXifuwvGPdIwAwEJHrd92Qs8ebynjlKiBNB6fP+nQ1Rd5K19Op/8zC4bzvkcHZQ30mJWqtSoRjGj3gP53bOhohY8a1p94rwowQuVyXiBV/9G08vrITX8UVwP/wHru2bhyt75ya4Xdw9Bxd2zVbbxd2zcX3/PHgeW4Rnl9Yi5NoGRNzaBM2drcBdV932oq3USm4h/RWBzufsCuxZ/QO++ewtNKpT4RWBTq6XwqtQgVz4+L1W+G/Njwi5vvEley8XfPRuS8U1tSLrtOF+gNeOl21mcBHuFb9KqD9erpj/8zA1tfX7L/pAfDkpZcNvbsbiGd+gaOGCalxsstqgVo0q2LFqKiSTrL4O7f090AR6QWvlS7eY4YqTLlVQrAPwJDIgTR7U0/OhMTO1LdMiJWuoXuCavlq3sL8lRdZJttKipUoYbJxzdie+3bzQsK+3Pe7rX3eOYvj8yeqi+9v6v8zutw1aNEbxcqUh66r1HNZfraPX6Z3u2H/rVIJtnXvqjsatmyuben49RPVhsccRfLd1MYb9MRkTfvsVK3dvTLB8Un1TkkaICJsla1bVlvxwkE2i5sQGU/VcDvDEO/17o37zRqjZoA4q1amB+p1aY/SymZi3aalKSGGqvLk+q9eskcoCLFN5G/Voj9IVyiJ/oYI4cveCSfvN1T7rSVuhLzAmLF1u7GnV6Ntvv62+g2vWrEmrJtOuHXkoiBNtZUn7Ud4XlLi2+OcJagz6v9092WKdiHqO9rr/uh9YtUSVD7xqeipr1IMzSlyTdeb0C7Hf3L1OHQu7nYAI9YJjhOdJgzC3Y9F0ZXeZ4kUNx2J8Lphkrn16wSDW6afB5s2VQx0T4czU+MQV6379eoBqv3jh/Kq8qbKJfSZZajVPLqjMrzH3j74i4F3a/iITuRJF/0T4FVdo/eKJfNREpZ1/syUSsAYCmkjg8cv16kR8uH14EcqU0IkTA3q1MYh1emEi5s5WnHD5Fd3a1oWD/cvZLLImXM2qJTD0w3ZYOWs4RFSTte2UeCeCWUJCSkY6/iKbbKT7Ftw/sRR7Vv2AiV+9h3YtaioRTsQ4/W9r/auInoUK5ESP9nWxeNpQPDy1NH5B08sFgz9oq9bRK1KkCK5cuWJ2D9ME3jUkErGK8Uiq73i5YMmMUciSJSsG9Xsb0R4vhbbEOMR4bFNr1jWoU02td6gbz/yY8eOXCLxqJLbe/Qdyj+VadmZ329eukGIdgAeRfnxQtpJpsEe8LigBRESdZm93RO22zVVyAbnplChTyuxrvKVU/Oj8bncULl40QXFu9pkd+GrFLLw79jMl6hSrVA4O2XULt+pvoDJtdvzsyWb13TKVyhlu1DY2NmpdvF4D+uKs702T7UiE3YDhg2HnYI+3vx6M7LlyGuoRe1u0b22yfFI5jpr0ncri26LDm/j8+5FY/u8GyLp0SS0vUZdyoxKbChUrgl8WzUpy2aS2Yeq8nh+9j5x5dQku7B0dULRkcVSqUTVRvqbq5GdpK8Alh/fTKOueWtC3b1/1XVq8ePFr/xixuArCn5oUfxITcFL7c71Y57pQt3Zc64b1kyfWnXNT5xcukF+N4fpZU9V+QCJiXfTDswZxrUKp4qrs5t8mq2MhNw6bZBZ1/2Um2a2/69YLLVwgn6E+TSJiHfwuGcS6xZN02cdFMJRoteSKdT8O76dsr1+9QrwJJl5n/DSPTiP8ynaDrWJfwXy5VXvTxnyijkvU3ittUKyzuMsADbJwApoIaB8fjiWkiQhVraLu2vRu14aAV/xRSKHXN6r17CQarGSx/ErIkN+G8hsxm62NSuxQrVJxvNetCaaM/QD/LP8etw4uQNDVdbrsr/qIt6QKLmlxnt6mF+KiRGCFXP9bCXNn/pmOv38fia+HdkfrJtVRtFAeJVbKWtD65wr9q4h2kjCie7t6WDhlCNwP/aGmupqMOvRywfCBnRS/QoUK4cKFC+Z3Hv9rscY6MaHKaj73csH6hRNgY2OLrp3aItLdxLTtePxMxu3GgcX44J2OcHTURZU6ODgo4e+22zIj8dUVMU8uQBMdaf6xY40pJkCxDoBH2OM0fWBPzsMez03eg7iIIfqbjf7V5sVCsB8OG2Ax4yx25s6bB32/GoKeXwxEy/e7o2abZihTswpyvPhRr7dfpscWLlsSbXt1w8ifv8OUxXPUugWtO7fFjnMHzNqntz7spSLVDt4+A5l2mlz/O+h+Gs276qbGOefKiVad22HywpkWI5JKfyQzraxjl9y+meP8P11Wq2jFo97mz+RrDvtYR/KuN4nxehjpn+Kbc0Yo2K+fTvBYsGBBRjA3eTaGP3lVTLGgSLvIh+eVuHZq4xp1z6tUtnSyxLpnF4+o86uU1SUymvPdGJ1Yd9l0VtYoI7GuS6smqu2fRwxSglvw1QMmmUV7nzMIc5vm6SLE8+TMYTim8TU9dVempuqnnEqSB/09MvDc5iSIdYcMZaUOydIq5RvWrISwS9tM2v2KqJYEP9A+uaBs0tvbvlkd1d47HZopOyJuxJO9VqKE+EcCJJB0AtpowOd4LAHnybmVaFinvPq+dWxdQzelNB4BQy/khF7fgOv75mP5rC/wad82aFi7AgoXzK0SUuizrUrGVJk6K6KeZJj9pPebmPXDx0rAk7JPz69SSSm0Mj1RL5iZaFPfduKvri/rUwLcNtUfSYwRcXMTAq6swaPTy+BxeBEu7pqDfWsnYO28kZg9YSC+HtoNvbs3U8klKpUrggL5cqiprXGj56SPkrhCprc2rF1eRcetnD0C1/b+pta4S+qUS+n3mGHdkTVLFhQoUABnzpxJ+jgm8UyN39VYY504v6RHoFl6XdtXTUc2O3s0bVgbMr01JfY+v/w3Jo0djPx5df88EqG2eaPaOLhpFiQbsr7O6MdnoY227mVckuhyFnFaphfrJBNsYg9c/Ny8D7CpyVNEmE1HdmLz8V3Ycnw39l4/jsN3zqF7n54QISk1205O3cPG6qIC9A8b+tccuXOhTKXyaNWjIwZ8PwK//P0ntnucwqXg2MLZm13aQwS/5LSZlHNFpJNotaScm9A5Mgb/XTv+WnUkVDePZ5zvIsfqATzCfSziRp9aRnz88cfqgei3335LrSbSr94wX7MLOCkRfRIqE3FfJ9Z57f9XjUHO7NmTJdYFXD6mzm9Ys7oqP+HzoWpfRLyE2pTjxpF1I/q/p8q+37mNEtyCLu0zXdYoG6w+si5HdieDWCfZYk21LZ/pxa8Nc79Vbcu989HRNQhPbM26u26GslLHVx/rpnA3qV1ZTUtNrN2UfK7xPmlo8+buxSpyp0urBrpjV1xf7WsMxbr0+8Kz5YxJQAOt/wWDyCBiQ/C19WjXQpepXLLARrknXdiQRBK+51bh3D8zsWbeCIwc3B0dWtVC+TKFkSdXdiVq6QU8Eb30Al6jOuXRt0dzTBz5HpbPHI5dq8er7KjPLq1D8PWNSdr8LqzBjb2/48qeeTi1fSqObJ6EfesmwmXJt1g15yv8MWkofhnbVwlin/Rugx7tGqBFo8qoU60UypcujCIF8yB3LicVLaefQaJ/tjB+tbXNipzOjihdvIDKDvvVoG5YPfdLnN0xQ61bJwwkqYZeuEnyq5crfvjqHbWuXd68eZEaWeKjn1xJvl1mEU1TwMPM7R7cthAODo6oXqkUQm8YTV9NZjsxd7Zh1+pfUbJUScM9tEihAljw66hYEXsx/jeZKdZCLoqZXqwL00RSVLCSKbAZTRw45HEWe64eVZub53nIumpJ7YNEh5k7qi6pbfM8Cmb0gaT7QJQsgG2lf59++qn6sTdr1izr62GYz6tiShIiqlIi6qSkjF6sk3XnRKiTh7E7e3caBLvEEkzI2nRStmX9uqrst0M+Ufv+F0yLdVFG0XHzx49UZatVKKMEt+fn9phkZhxZ57pgqirr6GD/Uqx7eNZkeeGkn166Y9FEVV767bF3KSISyQYra8nphT55Hda3iyrftE4VhCey3l1KxkfKyLp0xm0O6NkOOZ2dIJGAclz7NE4koZUnpLG+iwR7ZAkEtCH3YolL0be34L2uTdX3u3L5ogi/uSllAo+XC7Se2xB8/W/cO74YbhsnY8Evg/G//h3RuklVlQFWMqLa22VTApVeEJMovOxO9siXJwdaNayGTi3roGMStmb1q6BgvlzInzcH8uRyQq4cjnB2doCjQzaIwKYXCfXtxPcqIp2ca29nCydHe5WxtUjB3KhYpoiyecB7rTH1237YtXI83A/JlN715luTz8sV077vp2b+5MqVC4cOHTK7e0Q9PpuysUymoJVkgTIN6722dyFyODuhVIlieHLh79fm4HV8Jd7p2hqSJVZ8yc4uG/r16gzvM+t0dd/7F9pw654dYnYHTaUKM71YF8BMsEkWiPiAnvQHdLIiK/oAfUB8ICAmNJVu3+lf7ZAhQ9SPvGnTpqW/Mea2IPRxosJRSkUcc5SLfKCLrBPBrVgh3WLqZ7esfynWPYojBMURGgOu6CLr2jfTTWUdOaCfKut3Lp611IzKSvSbZHOVbeefM9T4O9jb6cS6s7tNMjOeQqsva5ctm6G+yPunTZYXbiLKidB1YOWvqm15yJAEDhHxRaoZ233/2CvCmZRtXq8aIq7vTLTdlI6ZZJPVC3bLf9WJm0fXzdCJdb7nYrfLabDm/hazvsxAICYEeLDbIF5oPLbis486qutD0UJ5EXzt9YUNg3jj5Qqtl4vK2ProzFKccJmO1XNHYOxnb6Nb+7qoWrE4CubPqcQ6Ee0k+i7WliWLmiYqU0VFWEtok8+Ny9naZFURcxLJlzd3djVltVTxAqhRuSRaNKyMbu3qoH+vlhg1qAemfdcPy2b9D/+uHI9TrtPh4bYAzy+vUTaL+Kim6aaGyCQZS38aArHV2dkZe/bsMa/3abXAg/2GcTaMSWr0xQLrvH3wT+TNkwt58+XH7SMrzMLh+eX1mDBqIPK+WEtbpsU2bVADJ13nIMpjGzRPzjNDrHm9OEW1ZXqx7klUIMUqRtbRB+gDFuEDN0If4laYN+SVYp91iH3eVrxu3WeffaYeiCZPnpyiHyAWXSj0UWwhxUj4SalwY85y+gQTItbp153bt3yxQayTz0219/zyUXVu9zat1Bh+/mEftf/0jOkkETFGYt25rUsNgtm9g1uU6GaqzaiHukyyIvT9t2yOKmuTNetLse7uKZM2S9168ev05rmGtk9smK1bd87/SoLlVdKHyy4G4ezDHm+q8iLWyZp1ktHVlO0p/UzWptOLdYdWT1Ntzv1+qDomNsWql5F1Fn1JyBzGaQGtFjExUUBkgNq0UcGQJYMs9k8THSsjrAhSE0f2Ut+1vHmy48GpxWYRNhIUh2Qtubu6bLEy5db3/HJc2zcfx7ZOw67V38Nl6Rhs/nMUNv05ChsWjMS6+V+qbeWcL7ByzuevbGvmDceGhSOxbclo7Fz5LQ78PVmJghd3zcWtg3/g/onF8Lu4QolvMbe3Qrem3AsR7u72l2vcpbXg5OWKJdM+V1OFnZyc4OrqYl6XyeRinafbEhQqmB/OOXLi6j7z+XT4zS3YuOgHVK1c/oV4/AZKFCuMLwe/jwen/4Y25KF5x5G1JZtAphfr5EGKD8XW8VDMceQ4vo4P/HvpMC74e6T79cA97BHuhvvibviTdLfldXhaU1kRT2+kUNC+Y8Xr1n3xxRfqgejHH39M9o8Piy8Q4h1bSLEwsU6muYpQJ5t+3bmNc2cYjkUnEln37KJOrOvVsb0aw0HvvaPKPjl5yGS/JWOrPrLu/qGtqqxEqIlwJ8djiU9xmEU+eCnWHVw131BWX1+E50mT5aXuyJs68ct9z1+G8iKCqWmlfpcSLK/1PWsQzeTcvt10ImWL+tV0ZeNGucWx3VS/TH0Wees/Q7s3dv2pbB418B11LMY7jjgZE2bxXwsamBgBEbU0LzZLE7h0dmnFz6ICEB3+DMGBvnji/xB+Pu4I9j6PMK/9CPPchxCPPQi66YLHlzbhn/UzMXXiSIwd9TkWLlwIPz+/xCCk7eey1ITPyZeCnJcLFkzRRX07Z3fA5f/mvvwsrQUso/YkI2dytgTFQaM6LeocLxeV3MLRwQ6yvMH6NWbOEp/Jxbq7x5aheLEisHdwwPl/58ea+v26fhBzxwXnd/2OLu2aI5utblqsrW02fPrhW/A65wptZFDafqfZWiwCmV6s8wr35QNxCh9CrelhnH3J3EKfZKyVB057B3tUrlkNHXt2xcAvh+L7GT9h/oYl+PvQdpWwRL/GoPGriHx/ua7BpAUz8Mufs3D8/mVeUzLoNUWiGpVQGvEEnuG+EKHtdtgj3HyNSMf7EU9j3XStaWfkSN20vu+//96auqXri/w32UyCTWrUo3l62SDMtW3cUF2/lk/52XAsscg6v3OH1bkf9uiqyvZ/u7va9zm232S/NU8uGcQ6EdnkoUyunRIpl5hYZxxZd3rzElVOHgySJda568Qv3+PrVHlpe9eSSUr80vgkvOadxuecQTQTsa5PV51YJ5F1sq95fMZkv1M6hpEv7JU27h5YoWwe1qdL/GJdVLD1fY8yUY9iYiJw68pRLFs8HTN/GYvpP4/Bho1r4O/rjshwf8REPocmIgBR4SKUBUAbGQBNZAAiw58jPPQZQoKfIiRItwUHPEHQc18E+j+Otfk9fYwnT57Ax9cXN+544PLNGzh39TJOXTgHt5MnsPvAfmz5ZwdWb9yAxSuXY97CBZgyayYmTp6IqT9+jWk/jsLUH77AtHGDMXzI++jUqRXebN0ILZvWRsuG1dCyYVXD1qxBNdSsWQl58uY2rJfm6OiIt956CxcvXrSckdVqoPE981KQ83LFpoXfqAgvyXLqtmnKy88sVeiyEru2/vkNnLPbw97eFksX/QyYNSJTC83Dw5l2LO+fXInSpUvCxsYGp1xnm1Ws04t9Ty/+jc8H9oTtC8HOxtYWb7ZoiAP7diEgJAIxGkv7B4TlXIZS05JML9bJwxmFmswt1CRl/K8G30OL9q1ViLCTc3aUrlAWbbt1xIDhg7HuoAt9KA3EmQvBd3EuyCtVWO+8cAhN27SAbbZshgdAeQhMyeaUIztG/fYLzvm7p4qtSfFXnpOya5pENZp7CrKvTCWy0r+xY8eq78jo0aOtr4chD1JFvEmp6BNfOX1kXeeWzdU4LP55gkGsi7gfZz20OMKj31k3de6nvXqqsn26djKU1ZqYTgr/KwZxTUS2UkULq/KS3VWJdSbKGmeSvbFrrSqX3dHRUF+454lEmUfd3quErrDLLmptJLlGb/vjB5349TDhyDztk/PqHBHNZNNH1jWsWUntvzIlNQ6v+Pgn5ViUu85eaVMvMH70VhudvXEj66z4WmF9FwjjHmkRE/F/9s4DrKY3juN/VBpKeyIKlRIVSqJUVmVlkz2yN6HMkGyVUrK3ipKVGUKyIgmp7D1Dad3v//m9172KSuUW6p7neZ9z7jnnHedd57yf+xvvcPtyKIwa6UJUTAz/VarE+reklCR69WiPJTOHwnPWMMyfPgyTxg3DlPHD4DFzGBbPHIYpE4bBeYQTuvfqCMfuduji2B72dlZoY20GK3NjtGremAXL5o1h1swITZo2hbGJCTTrakNdsxZU1NWgoKSI6nKyqCYjAwkpKYiJi0OEHB9UqcK+W0vyLZM7DtlWI3tWdI6OmzRpgnfv3uWuhD94nAPOu1weYVPCcHr3AlSXkWAemMMCZ1RYwMODMGW1J8cVMtISEBMVgffycQAyBdYvCBOlP8vVzuUEcBa1bZ7GbEe9utpsDJ7ft7TUbA8mnNkE8uabe/yrqKljtf9m3H/6Hh+/ZCCHpByFW5nVQIWGdTngCBfTZQBZygs4GD1zIpu8qnzznJN7Ihs4bjjiPz/6q/sTAUcjsyag5yjrNiEptQ3hOxEac7xYec/3XgJtnXpQqakOeXUVSCvIoYaWJlq1s4bnhjXFSutXz0wwVlWzBmbuC8Dgpa5wnDoStoN7oqmDDRpYNEUjWwt2TL95wbJPZ1gP6AYn96mYGeIPVW1NVK7C/aAds3iWQMv3q/ILr5cM0JV2vb3JLL/qA25ubmxOHD9+fJl9tJRZRp8f/RIcFQXWlOY9PFjX1daatYPvXFc+cEt/UDisexV9mt1LturoXda1jTU/bvarQtRJ39zkwzWCc00MdFn8bUtns/NZzwrON/NRDD/u4zP7WTw5GWn+ufT7539Z51lJp/jQTUm+Oktj+/JpvwRuJHXHA3W0H9KtLYvbRF8bXy5tZw4qyNEEL5Adu8/R2/Dlym5kPYr6ZbkKamceXKQ8yQsst67N84d1X4We98psfAswo4zMz8h6fBIHNsxmHhWpjQlskQQM7XkhP2cCBPXyO1+JOSbgxqV0yONoYUG8qijkZGWgo6UBPe0aeUI9rZrQq1sTDRtowbKFMaYO71LsMH2kI2aM7wOr1qbsT016pqioKAHW4u8kxQHnQzxAzhO+AZy4iNVQVZYF2cQMXObM9XhaweAOry7Kch+5dz7kqktBRKQKli4YCOQITlqY8FDGy5v8Ni7L5/ob8npxdRf09Ljv29NBy0sP1kVuZLCO5h0lJWVUrlyFvbfEqlbF4BFjcOHGfTx+/QnpGdm/M2iFcYtRAxUa1mVxsoWLaSGsK3IfuPQsnk1Y1gO7Y1V0OJYErmG/a9fVQtf+PXHl5Z0ip1XagCC/9Al88QBja7s2ZVZWgoQioiL8f2WriFRhkonWDm0xdaErLj6JK7AsJMXIK3PuPb1E+owYWGC8/J7/V+fqGehC00AHGx9FlzgYWJqhurICFhzbgeNvbgu0fL8qv/D63wnr3md9LsYr+d+6df78+Wx8Ojs7/1sFL0ppPz0sMaApCNwI+vzzqBMMsPHszuWGdV/u/+C84AdJsVeXIlnc6cMGszYk4MeDfzmvCne28P4y1xsswbr2Lc1Y/HXzpzHoRkAuv+ck9dmMhzF4cz4cr8+F4eUZkoyrAmV5Wby9dJjF5UnWkRRcxr3jXHB2NwKkSpqZdIoFgl6fLmxmQa+OBss7YPZwfDoXiLTre/Hl6h58ubyLgbbPF7fiU9RGFlLPBuJDxCq8P7oS74+swJiurVjcJjq18P7gUnw4uhIfjnv9HI6twftjXizv/J7rV+dyq8G+ubSb5dmtXYv84WL6q6L0TOEobWZqAAAgAElEQVQ9f1EN5HBy8PU1FyCErXdjEkUEsvr1tsOKReOxcOZQLCKJumkD4TquF2aMdITLtzDV2RF9BnXHFOfv52aO7s7umzPZCQtcBmOx2wisWjgWZ4KWgKRpCgoX9i9Dwml/ZNwNRlZiyPdwLwRpd/d9+70P2Un7uc4QyCFCCcKNE35QVlNmgPHo0aN/T0ukJgH0bN+AXNJZf9SpSaChEpa59keOENTx64ZXR6Wxvxi6GApy1ZhEo7trLyBLcHMawbrMV3Fl8hylUTe/m+bLa7thYGDA3iGHd6wAkrlOTX433R/jx58OhJycHAjOLZ07AZOce4EchtAajNRjLaxsEHz4NBKffsCHLxnkj0a4lXINVGxYhxzhYloI64rcB849uM4mq9b9HRnM2RR3mv0mqbG/HZScuX8F0tVlQPYHeKqe4VdPlVm5CdaJVRVj9ZUbutFxv5GDCywHQVCKRx+/Az1mYOTahdBtbgIDY8MC45S0LWrVrQPNhrp8UNduRF8mMed35zT/3K9AnlHbVqx+Q1/cwK2/XNKypPUkjFc8KPgh60spv8b/XPIeHh5sTA8aNOjPFaK0cv70IF/o9Cs4U1bXSVWVB9f62Hdg7bB65nQ8PXOchdQ7F5H1IhZZz2/g66NryHh0DQTwUm9fxLvrUUg5eAh394RiZn8urHNo1QrPznLhH8XLfhGL1LhTeH/5KD5cP4YPV4+xYwJ0Tw/txJODO1joYcOFXoucB+HR/i14engXnh/fi2eHd+FJ+HY8DtuGhyGb+CFphz+Stq9jQUZSEuoK8uw4eWcA3kQdQGbiSXw85fszNOOBNIJnh5YxwGZjosOe229yL7w7vKzgOBSXQN3BpfwwdxC3zlob1eOeO7oib/xja/Du8HK8O+j57fpKZD/6teTfj+2fcTeCL9GXdILrPXdQV1surPvRTl7ai9LqzcJ0f7MGOBwOMjMzkZNDOjnfV6eZWWnIeHyKAQQerKPvna1e08BJCSvUoQABJDLsTvtfOR74cUH9p37fOO4LJVUlButOnjzJavXevXsICAjAYg8PzFu4CO6LFiM6OhpUZ2W1cT49ygPrnkRvgIFuTVbOWWO6IScptMJCnrLsK5cOeEBRvhozUbDQtQeQ+VSgXSCrAsO6V9f3wNCwIXvnBW1YWmqw7nbkBsjLy0FMrCq2rJmJ1NtBCFw+DRpk8oJJAleGdj0dLPUKwM3kF3iTmi5UixVoL/85sQoN6zKFknUCBx7leSF/8u4lNkmS6iNBG+8bx9hvslv3tz93h24dWVnbD+6FGb5cCbvug/qUSblDLhxlebdw7ADvmxGo36wx+11TuzZ2nwn/ZRlGz+CqH/vcOsHqXdfcBNVkpH8Zr7htUqN2TdQx1OODOTEJcb7dmaqSEkzqzrRzW3SeNIxBPGcfd4zyXcTCwCUzMHypK4y+SZlcf5so8PIV93mE9xcPqpVWfX0sx7BuxYoVbCz36dPn56+Lf/1MasrfAeve3sLH+At4FHEUifsPIDn8IB4cOYykAwcRt3kvbmzYDSdbLnga16kXLq/ZysLVtdtxzW9HwcFnO7tvvpMz993Q1Bxxm/bi8ckIpN09z0BbbsiW+zhpZwAfuPVuzbWX59bDiZ17sGcDH8zljsM7Ttm9nh+XYJ1xPW0+rHuwbxPehK/KC814kC73/thqvD+8DNvdBkBdsToeBi3Ch2NrCo/3A6w7uWocKleqhPmD7RiMe3tkBRKDFiF26xycW+eCYyvHIXThCBz2HIVovymIXDMBadeDkf34QrH6xdeEw3xYd20/1wPuOKdOXFj34geVYfJALNxYDTx9+hTBwcG4fPkyUlP/vCmByMhIWFtbo3uv3hji7IzRY8fBZfoUbNzkj9TE8DywTlRMFDt8XEpNTa1M4EtKLriVEsZ9lpQwxEashaKyAoNgFy5cQHZ2NiaMH4vWzTTQra0W5vSUx7i+eujduyc+fy47qXJO+tM8BvdfX9+K5k3qsbltlFN7BkXLpN4quARfTDjBOmkG6xa79QAyngh0Rst+favCQtfXsXvRqHEj1qd3rCs9pynMZp2CPERFxbBx5TQ29nOS9iMyaAXMmzZElSpcb7HVZeUwdOR4XLxxH28+CoGdQDv6D4lVaFiXnpMhXFALJeuK3AeO3jzHJslW32DdmlguhBowdliR0ygtIFBYuptOhrAPK0mZaqAyk6SYRDUpVJUQx4XHpe+5dEngalZvJHVGkDMg6RyaO3IXlwTIyLNqYeWfNH8Gi7/0/D4Wn+zHkRpsYXFKck1FQw1ajfWx4ZsaLNkmJCnE+oYNICHFFQH/USrwx9+VvtmpufkhWeDlK8kzCeP8eWBXnmGdj48PG5uOjo4/fFqUg5+pycWCMj9KVAniNzmJuBcUmi9wu+63gw/mds9YjFYNjbFz+kKc9PBj4biHLw64ryo4LFiF0NnL4dZ7CGvD1oZNsG3qAmybvgA73Wdi+5yp8J0yGsvHDoX7MCfMcOqBMY72GGxni97WLdGhmTHaNzWCgow0i6+tpoaGdTShpa6KWipKUJarjurVpPKEavQHyDfHPZJVuV5kxUREIC8jzeLUUlGEpoo8aqspoLaaYr5BWU4astUk+KGGkhwa1FaDmYEW2pnpo6dNEwyyb/FTGN/DGhN6WGGYvTkGtTeFQ3MDkAps/ZrKUKiev7kFXlmrS4kzb5gPT21kqrmct4WrCedu+/S4A3xYd2oLVxJ1pnNPdg6vf7ANSHYShRurgebNm/P7Ctl0q1OnDqysrNCvXz9MnDgR5NyGwqJFixAREVHqtXbk6FEY1JGBh5McFvaWxtJBylg5VB0dbJrg2bWdeWFdVTHs8pv5z8K6R1e2Y6P3TJze44GzQUvg7TkRXp4TsW61C9wXjIOMbHX2TXnt2jWkp6ejb3d7nJkhhk9+4sjxrwLfqQ1g28YWiYmJePjwIV68eMGkEkuzkTgZb/LUd2r8LrSzNGR9qE8Xc2Td31dhIU9ZQsorB5dAUUGa2azzmN1T4LAu503FhXXvbgahqYkR69NbfOaXWn++e3YzFBQUICIiivVLJ38fVymhSIrajH49HSApKcHKQVpPltZtEX7iAt59Si/NIV6h067QsO5zdrpwQS2EdUXuAweunGSTE9msY5J1cVzJOqfRQ4qcRlnDkyOvbvEl2XrPngDvuGOwHzMQTexas2chEFYWZSL1WwMrM77U2saH0Wg7pBcrg1oNdZCKcUHlmLmMaxdr/tFtLL6hdQsW7+prwXpbVVBWRO3GDTAnIQLrH15kedSso8kv1+nEy9h8dC8WrVsBsv+3OGAVfPZswLbjITgWfwEkTXfxyS2McZ3Ej1PQMwnP/3mIVlZtUJ5hXWBgIBsnHTp0KH8fUh+T/hise3r9JFZPngbnDo7o0twKbY3MYKbbEEZ1daBbszZqKCpDQaY6ZCSlIFn1OwDjwSXhvmievEmyTkVeBo3q1mCgz6m9GSb0ssWcQXZYOcYRgdP7ImzxCEiJc8Hiu5g9DLJlFVEdlvM6lg/qyNae79wxbLz4zR+L9LjQn/sXAWLhxmqAQBzZRypKXyaYd/78+VKpOYJRjx8/RmjYAdgbSQL+/wEB3OA7UQft27XGx6SIPLBOTLwqdq1z/b7I/YekrVJitqFX347o0bk1Fk/rj3lT+6NXHwfMGtcbsyf2xcD+nSEuKcn9w/T2bSY959CuJa7PqcKtG///sGJMPSgpK8HQ0BB6enowNTXFoUOHSqV9+ImSbdgHXAlHglPpd4PR0577rWhv2xgZ94JLDW6UJQz72/O6esgTSt9g3ZK5fYBMwar2c96SI5FcUp8V6Ph9XDCaNTVhc+KG1W6l5jQlMWorFJUUmQSdn8f4n+axzwnBWD5/IhQVvnuMralZG76BW5CW/pU/JIUHgquBCg3rPmanCRfVQlhX5D7AU+dsO6wPg0YB97mSdmWlTlpcuHAtNQVTtnGdYCjXrskk2ozbWbGJ3mHcILZXraGGuI8PilwHxS0D73764CaJOIKcgzxnokUPewSmXECbQT1ZOcysLAr0puu6wp3d4xoWyOI3seN6PiQ7fLz0BbGvLieLOkb6WJp4mgvrKv0HFXVVgeYhiHIK0/i3QF95hnW7d3MN5ltaWgruq+RvSenj/Z9hyg9OGnJLUAnq+OAuX0h/M+ZcGKgg5wwE65Rl5aChqAxttRoM5BHM06tV55dBv7YWTPUMYKrLDdaNm6CNsSnaGjeDg6kZ+raxZFJ0o7raYXq/7nAb2AseIwdh9YQR8J06GjvmTsOOOdMQtGAGwj3m4NDSeTjltRjnfJeycH2TN25u8ckTEnas46vI3t7hx792OXA1ixPltwwxvjNwffMcpo5KKqkUkoIX48F+zwLDvb1c9dXowFmIXDsNJ72nINRzTL7h5JpJiPKZhIStbnh9YAlzOPGjCu37o9/t2707uJRJ1VFbvI7ezeBbRsKRIvWN7CfReWDd6L4O7F12Zrsnk9D7qc98SPxbev9fUY6MjAwmnXX69Gns3LkTS5YswYQJE+Dk5IQePXqgffv2TAKE2mblypWlUmbyeKqrqwtjY2O00RdhQIrjXwkc///gNrAO2nXogNSXt8FJDgPPZh3BuiVznBGwcir8V03DupVTEbDGBeu9ZrA9HZ/dvwJf7v5d0l6PLm+DfWdbdHZshwsR65CWuI+FT3eCkZ4YgvTEfTi3bxmqVZOEhIQE7t+/z1SU27dpgeh50niwRg6P1yph8Sgd6Orpon///hg5ciRrt5SUlFJpH36iORngPDrMBzkE54b3sWXjzaq5Hr7eCeJfq6iwpyye+9rh5VBSkGGSdZ7z+wPZ7/hNJJCDCgzrPtwKQXNTLqxbt8yl1GBdcvROqKiooFKlyvCaP/InWEf9iGxARoX5wLQJqeVWYuNMXFwCziNHgkwYCDfB1kCFhnXkpU+48P23Fr5/sr12Rx5gE5Ld6AEMGhF4Itsk7bra/5X9KPxVHLSNuJ6DxgUuxdSdXHs59GE77+g2aBtzry3b7FOq5ScYSHnqmBqxeiObb/TbN+EUA4ikekq/53p55FuOOasXsevT96xl8Vt0t2O/D12PzPf+kvYRaVkZ1G1iyG/byrQYlpMVaB4lLZsw3r87T9GfQuV1Cw8PZ2OxSZMm5e8RPyYWCcj8BFx+E+jdjtiP6b0GopuFNcx1uWpcrj2HwG/0DOxxWYzIFQGI8dnKVY1dtwNXvLfx1WF59uqu+RZiq64wO3Z+OxDrtx33tnx3CMGzNVdW+zfHNxRuey637bqiHJ/wZg4rUs8EMK+wn6O34XPMLny5FoSv8eHISDyOrJQzyH5yETnPL7OQ/eQC0q4FsfDx8l7Wx+kd9fjMVj58w5sfVFjzafes5Ej+/SRZZ9mMaxz85YWdyEg88XP/+nCn/I0jAT8ROXkgW3Zt2rRhqpjULhT8/PwEnBM3uUePHoHU/V1dXWFlrI4k71rYMasuVg2URYeWNdDK0grv3r9B9otohK13Zd5gCdb5Lp2Ag0ErsDFwIfzXumHtKhes9pyEZfNHwXOOM/o7dUTffp1w9WQAsv8C6aAnMVvQ0rIZGllboq5xI2jr66CVhTFatjBCqxZGaGnemP02MW7APH3KysoyiUMCqu4eC9G8qRYU1ZSgqqmB5tZNscRzCbNnVyqNkl+inGxwnnEdfRBMyErch6nOnVjfaNpYG2kJe4Wwrgz62Y0IL6goykJUpAqWuQ8BOAJWjazAsO5Twl7YtODarFvrMQWcH52mpITiY9xupN8N+a2+/ujyHqipqbGxs8JtKNdrdD59h5ziPL60HUP6deWrxZI0tLm5OegPFnLGI9wEUwMVGta9yUoVLsSFknVF7gNbI4LZ5NVpwhA+0CGY08LWsshplBV0ufnpISZsWMbKS95TCSzqmTdhv+nDdsBiF+YYgY61DfVKtfykHsryMTZg5SCnDPSbPKbZjx0Ez6h9EK0qBnklBVx+kfBTWUjllO6fvHU1i08OPug3SToKsj5l5KqjXtNG/LaVkK4GcSlJRL67K9B8BFlmYVp/P8T7QOo55XSjDzIai6TqVO62j/d+hin5ABlBw7qHR48gNmAXrnpvw/iOvVn9nl+6AdHLN+Hisk35268jOOe7Hdd9d+D6up353lOos4lcAC/WfydenTvMl4ArK0j3OHQrPlyNQM6bGwySffgG4j4e98KXK7uRcS+CSaN9vX3o5/2dI8i4fwKZKZHMAQRBN87r68DbuBK1IefVNT5kI2k66uMUEo8F8s/n/OgcIp++kR4fzr//49VgyFSTRE01JXYu+1FUPmWLL3fDSFAP9ODBA8yaNQuqqqr89uC1C+1v374tqKx+Soe8mpIUWa9evaChoQppaWnUqVMbrVq1ZGUiRwo52RkI3r6awToRMVGsWToZiVd24l7Mdty9tA03I9fj/IFV2LnVA3s3L0RyzDaEbFkIq3aWmDtrBJ5f25HHQUJZSEExCZnkUMSeXIeWFsbQNWuChmYm2LNpAZIubcW98xtxN2oD7kZtxN1zG3Dv/CYEr58NCfGqTPKGbNHR9iUtDQeOHYXrQnfMmz8fMVev/AGnIBzg5UU+pCCD+Aunc02t6NeviS/xe/jXyqpuK2I+ccd8+LBuBalQQsDApoLDOttvsG6N+4Q8sI7A2f7AuWhpaojh/RwQE+6F1PiSSZM+ux4CDY0abJ5dOmtIgbCO178/xQdh3ZLJqKNZg/2BQmYJ1NXVsWrVKnz48OGn+VR4ovg1UKFh3avMj8JFuBDWFbkPkL0y+ijsOtWZD3RUa2qgsalJkdMoK7gS8fIWajaoh/8q/QfX0EDMj9jGyk5grppMNSjXroHA5AtQqqXOzq/dv7XUnuHSs3iWR71vUmtke47qkZw30L77jNGwHcxVhx0yefRP5XD35ULHses9Wb2TzUCKR7biBFmf1RXk+NJ/BDepbuijmzy9jlsxF3O8PJitOoKHZEdvwrzpmOw+E9MWu2HNTv8C1XgFWUZhWn8/nPuxjUiCu7xu5KmRxmKtWrXK3yN+uJsPTLlV6udSDh5isI4cSIzs0I19/F5ctpHBuugVm38LxP0K2N3eHsw8zxKA/JJwFi+OB+HpwR14dnQ3nh/bi5cng/Hq9D68PheGtxcO4t2lw3h/+Sg+Xj+Oj7EnWPhw7Rg7R+cpvIs5grcXD34Lh1hcik/hzbkwlkbqzZPIeprXM2rOiyvIenCOSboJGoj+Kr3csO59Lsm6O0cC+PAt++mlQvsClZ+k6XghdO1sNlaGdGvLzhUI+zgCXtz+wyOTJDMOHz6Mjh07MhtpNNdQoMWghYUFNDU12W9yPFHaGwG7V69e4cSJE7hy5QpIrZMWol+/cm00ccBBwHoviIqIoFLlSrBu0wLOY5wwzLkPBg/rgX59HdC1oxW6dG2Dbj06wLqDFTwXT8bFo76YNHkQHDrZYPcmd6TdLTvbatlJ+3EkeAUamxqhpm59NGhhioXLXLDGcyJO7FmCqCAPnNq7BAd3ebLji6HLEbphNqQkqkJVXR0vX7/mVzsHQHZOzh+UpuGA8+5aHiDns3Ao6x91aqrgU9yuPNd4oEG4F6z9Nz6sE62CVctm8/uHwA6EsI716ZVzx+SBdRn39sPCjOt8okrlylBXVUZXB1uEbFiEdzf3MJVZUtWn8Ks+/zouFJq1arJ8Zk4eAU7KgV/Gyb6/H2eCV8HW0hSi39Z24uLizCHQzZs3y1bKVmCd7e9JSAjrhLBKoMDjx4Vqefq95Rus6zZ9JB/WadSpBX1jw7+uDsd4L2QTbbOOtqys5FSCPnIXBq5Gj8F92fHUHV5wcp/Kjhu3aFZqz0DOIyhvHTOuGiypv9Jvuz6OkFdXAXkTGu41DyTJRqqnG07mhXAL/Zaz+529F7Bnae/cj/1eH7ZdoGWWVZTnl5FgXV0TrsoSlbUoYeayeQItT3kaOxX5Wd5mpv49b3wBlyQhIYGNDfIcVu42UknMR1qqtM89Ph7BYB1J143vxJWsi1y8jgvrlm/CVd/tAgd2N9bvRsbja3/keUu7PkuSPufld8m6z7H7+PN/wmF/PnwjtdnC0s5MOs2/l4AdQTp6j+xdMxNfb4UXLPWXk1nuhlJxH+j169fw9PSElpYWv+6p7pSVlTFjxgxmx47UUukceYaPjo4ubhYlup9UcI8dO4YVK1di8eLFWODujqDgYHz58gUcTg52BC6DqKgIg4lrF41GakIQPsbvxcf4Pfhwixs+3t6Lj7eDcOnYOoxw7oWuXdsgcK0bNvrPQ7eedhg+tBsuRfgh8/7+Xy6Qf7XoLuw6gbr9W9yhZ6gLeXVVGLQ0R+cJo2DRthWmj+2FFbOHgVTglrsNxVLXoex48awhWDTbGdUkxaFdty5evnoFgpjUXqQu/PT5MySnJDObVdnZ2SWq49+JxEm9z68zkjRa5zGK9RE1FVm8vLqJf62wehFe+z149x3WiWDNqqW/05z5xxXCOtanl7o5g5P0fY6g/r5w5qg8f2rQ/CgpKYn2ti2xd/My3InehE9XViAzbh1I8rSgvp5+JwT16nAl6yaMGoScIgA+XlqkFjtheG/ISFdj5aQ/VvT19UH2jUkCV7iVrAYqNKx7LZSsE8KFYsBakuSiyY8kwQjmUKihXRu6hvp/VT2eeX4LijXVmeTakrPBrJyqWrVQVUIcV17eAc/2XlMHG6y7dwbSCrLsuXac3F8qz3Hy7iWWPs/BBNUb2fqzcWgHn4M7ULlKZUjJyqDHzLHsPjlVJaw7sw/xXx6x8vBg3ZDlbuxZeOBx3b4tAi2vrJICeCrDVMYBi6YzCcTuM8fAblR/Fkiqkn73njsRw9fMY1KLJMFI9v+Cnxfs0bYiw6qK/uz0nimvGy3QaE4kY+PlbvtDsO7lxdN8WOfSi/sny5F5XnxYd9l7W6GwLm7jXtzeEYK7QaFICg1HyuHDIAD47MwJvIo+jfc3opCaEI0v92Pw9dFVZD69jpzXNwsFT4VBqfJ4LbdkHYE2+kOJ+vmtg358AJf9+EKhdUb28HhSdZ+u74OKgizEq4rhzaXdyEg6VXDcbAHbePqHBuadO3cwdOhQkEQG1TcvkAObXbt2geyj0UaSbTzpjYkTJ5bZE0ZEREBfRxP2rWpisENNLO5dDd1t6+H48RMAJxt717szNVhaoPp5jEXa/VCk3duHL/f24fOdEAbtHl7eBgqf7wTjy90QHNm9BJ27tUfPPg7YvWE+fJZNRtuONlg42xn3ojYiqxSgHYG6oPWzoVVXEzIK8jBs3RLmXR1g3a4ldmx0x/XjvrgVGYCbJ9ch7pQ/bp/dgMTorXgRuwsHty2EpERV1KtfH89fvsTHjx/Rp08fNG/WCJatmqJ9WzO0b2eNW7dugeAmgcy0Mlqkc9Ke8o3hv7uxHfY2XEkjBTkpJEf5FQgneKBBuP89UEf1x2CdkizEREXh5eUl+LFZgWHd54S9sLXg2qxbPGNoHlhHdX9o1xqIiYmxuVFaWoY/f9I8KiouDhsLbUTOU0b6JmV8OtwNnxPzb++Mu8FoUK8Wiz9iUE9k38//voLGC0n57QuczzQueHO4lJQUhg4fgQdJd8DJEkK74g4MIawrBqyp6IvOiv78BLNo4unmMooP62rV00I9fV2BQqPfredek51ZOUkCjaDT4kiu+m6bLnb8cirXVIeEtBTWJ0WB5/ChtV0b/vXfLUPu+PnBOlI5NTHnSvMNmTGelVfTQAdmXduzYyqbR9hmxH95DM8NXuxc3/mT2fOQzUBqB9/gTQItr6xiXlhHdVeUYGBlxmAj3XvrG2DM/fzC439PdVWQbUbmFsrr9u7dOzYWaXH6JyQpSrVe/xCs+xh/gQ/r5vYfzuo3fP4qxKzagpiVWxC3cQ+Dbmkpl5H98tdODsojTCvtZ+K8us4HbQTcxERFWDvcOLCWfz7rYX4257hq0jnPYvj3UfwQb64UWCdrM3aerhf4DBVwIXPp0iU4OjryoSi936tXr45x48YhPj6vHT+CPzo6Oqw96tWrB7IXV5obzWuUB+U7c8YMjLUVRZZ/FeQEiAAB/2G0tQhWrfECh5PNVM54fcWqrQVGTh6KoWP6Y5BzH/R26gwHu1YwtWgK01am6NGzAwNzcacD8OjaTmz0ngHbNuYYPKATgncuhaurM9p3ssGqZVPx6sYugXl+JC+O+zfMgaqaEqrJy8HQygL1mhjBprMD3OZOhKm5MVrbNIednSVsWjdDy1ZN0dq6Ocxbm6N/j7bo0K4VyIi8jq4OXnx8j+TkZJg01sOe8dVwdb447vnUgFFDDQwYMIC1H3ntnTt3bmk20fe0M98DD8IZlHt0IRC62lwzL9LVxBF3bLUQ1uXjJKAg4FLS87eO+0CVYJ2YGHPM8r1xBHPEeXu7wrbj54QgtGnJBdDuUwf+BOuOBa1F1apVoaSsCv/NuzB+eGcoqijyvbXSvCpZTQo97erj+nI1vN1ng7S7PzteybwXAqOG9dkc27+nQ4n/MHhwcSt6O7aDeNWqLC36TtSqXRN7Atzx5VksOOlvwcnJEkzHKOepCGGdENYJFHgIcpH7t6W15+xBNuE4TvuuBquqWQM6DRv8NXV45OY5iFatytRL/RJOM9hEkIsm6cUBq/jl7DKkDzvnstcPa2KPgryX0UQacSuKf4+g6v/8wxssL54aLEEtda1aqFNfm+UV//kR2nbvyO5p7tgetkO4RoGrSklg1bHd8A/l2rgjqEhxu04Zwe5du3ejQMtaXVGeL1lHHn/J6YViDTVoNtRFnUZ6IMnAxrYWIInE3IGkFql+9cyMMWzyaJD3W0HVnTCdfx/0Pct4V24/I0hygvo+hU+fPpWv53xfMjVYzps4Jrn2LvYcKHy8dQFf7l9G+oMrSEu+jM+JMUhNuMhsw32Mpz03fLh1AR9unsfba+dwde02XFu7He4DuGpce1w9cH3dDkDLVNsAACAASURBVAbxkg6EFwx6/oDaboHQ6R8uy4/25qQkuJJe10K9+RAuKyWywHbIvH+Sfx/Bui62zdkYIbt1TAW2sLrJLGfjqJBZ4fr163BwcODPITSPEIAjz64FQTh3d3d2P0nWxcTEFJK6YC5duHABBgYGaNasGfT1G2Bxd1EG6eD/HyiMtKyEKa6uyM7JwoHN7hATIzXY/7Bo5mDEnwnAzeNrcSPCG7FHvXDzhC8SL21B4qWtCN+zFCOce6ORmQmsbMyxfMEYXDzsg01eLgzoDRnSDcE7POE2Yxg6dbbFrg3z8bWYEi4/AhcCdQe3uUNWrjrkVJSZjboauvVh1tmOOZdo0FAHm/znMklATkoYKGQkH0BGUihe3gpmXmvPBHsyybr6Ojp4nvqBOd4wNtDCNbfKrD4++MtCq44SjIyM0K1bN6YuTDarymTLTgfn0SEGcx5ErUfd2lxnJOSZNCrE44848PixDcr7by6sk2Owbu3atQJv9q/vn4KT/GsbauWxngnWtbPkOgqcM7HfT6qsp/f7fYN1KggLCcSHLdq44qmGge3VIS8nif8qVWJzJ5kbqqkhjzXOGnh2xPmndMiTcvMmXE/03TvaIDNxX4kBKZkB8F48BbU1a/LzryYlhRH9uyDx3BbkPIlE9vv7QAaZiyHLl8Itvxqo0LDuTabQG6wQBhQdBpD3UfqYJFjEk7hSUFOBvtHfY7OuiVULVkaeMwYqp7GNBfvHmmzH8drbJ3gTu6/DqP7sWUw7c+3pjHGdzL+Hd+/v7q++vsfyqvvNwQSVSVO3LtRr1eDnRR5jDUy44t39F00HlYvqmtR5Vx7Yyo7JCQXFJTVkuua9J5Af/3fLSPEJ1vGAolZjfZZHpW/qT5RfvqHSf5CqLs2utWxnjU59upUK8BTE8wnTKPpYF2RdPfz63Qh3fi/hf/0c/YNOY4PnGfBffx5++UvgYCL7xQ28uhSJ51EnfyvErt+FKz7b4DmMK3W8aepc9ps8vZITiPIIyP6mZyJvsjwVVtrLyXDt71wKWsU/n5F4PP92eBuH9Lgw/n2Pz2xlknm11JTwJXYfCoN8rA7KsY1L3tgiW5c9e/ZkfxDy3qtmZmYICQn5pYMCY2NjNt9MmzaNl1yp7h8+fMi8GgYGBmLhokXoYFINOesrI31tJXzyqYIhtjKYNH060rK+InybB6qKcR1ndetkBY+5I+G7dCLO7PXA6T2LsXbJeMye5ITJo3oiYI0LEi9uxoube3A+fA3mugxB2/Yt0aGjDWbNG48e08bB2KYVhozohc2bPeA8sjd69+2IC0fWlsieHYG6A9sXQUVVCdXkZKFRXxsKGupQ066DOvW1MMNlOM4e9sXShePQd2BXzJzQFzNG94DLqO6Y7uyI6SO6wm18b4wa3Jn1Z109PTx/9RJv3r6FtU1ruIw0wwY3I/hN1YeuXi2cOnUKWVlZzKZdqTZQ7sQ52cCz0wwscCXrNFhfERcXxeXw5SUGDuUR/JTWM8Wf2QRVFQUG6wi6C3rLSH0JTgpXerK0nuFvTfdLQhDsbcxYn545ugdyflCRv3RwLcTFq0JBSRnH1zqC488F6F98RRHpVh19W8tDVk6aD83ExcUwzNkRbxLyOp0gZxFWFs1YPg62zZFxN+S3xk5W4n5cOOCDLvbWDCbSnE+2Ro0a6mKH9yx8uh0MPIoASU1yMr8IusuUi/QqNKx7m/VJoIt9QS7whGn9mYV1YfUeFnOcTV48CS8CR/Kqyn+NgwnPDWtY+Rq3acmHiasuH0QVkSows7LI09cJoFURFQGpntJzjN/IdeJQS7u2wL2akuQcTc4knUZ5USBYp6SmkqdMkfevQEVdldmzm7BxORrZWrB41v27sb1xO0sWt6frOPa7NGAdz2adnjn33yuqtwuPbzIAd/jGGQRFHULQuUMIv3oKBD9vfXrIJOm6D+qD/dHH8jxPYX1JeO3vG9+l1SZ3yI5OOd7k5eXZeExKSipfT1kCWPcuNioPpHty9jgenj6KR5ERuBKyC5f2bkfUri1sT8d5QtAOJBwJZeGc9waEzVuBhQO5knV+42cyWHfVZzsI5OFt6Xul/ZvgWVmX5UdYp6oox/r4qa1L+BCObNLlV66cp9H8ewj0uU8cwOLOGdOXnS/QCyxP2i7jQ/kaR7mehtTmx48fz9QoeZDO1NQUBw4cyHVX4YfLli2DoaEhbt++XfiNArxKThRoe/z4MTrbW2NkWxmY6UjAsFYV6OlqYdfu3fj8NRUHty/mw7r+vdtj/VpXBuUClk+Cr8dYrHYfhVXuo+G1ZDzGjeyJtm1boHsvOyyeNxqHdnvi8vF1OB68HHNmDIVtl3aw7tsdVn27o5lNS0wY0xeLFk5Apy5tMHHCANw6uQ4ZPyzWC4IMZHz+eOhqaOtooYqoKHPmJS4lyWzWDRvaDctXuGDo4K4wbtYIAwc5wt97FjYHzEOA1wz4eE7EstnDMXXSAAwe2QcWttw/fw0bN8bD508ZXD1z5gyampqipmYtGBkbo7W1Ne7evSvAFihGUi8vMrDw/PImGBvURqX//kPrFvp4f3P7bwGHgupWeP67PTPO87O4HXcZampqDMr4+/sXo+GKdmvm51cVF9bdCUaX9i3Z+4QA+o+w7kK4L4N1inLVcGmBEpN05UkA0z7Vtyp2z9RG4wZciVOag/WNGuBezM48Y4PAfntbS5YPqd1+FZCH6lfXd2PZ3HGooaHK/6NGtroMRjh1QsLpQFC+nCeR4Hx6Ck5O2TuoKVoP/DN3VWhY9y7rs3BxLVQDLnIfOHQ9kk1eXb6pYxJ0Uq1d86+QrCNVUzlFeWaHbkXMAT4U6z+TC7bW7Az46Tl1TQyZxB2pwQYkneNLiG0+uvene38XZJCdBA0dLX65ajeoD1l5uZ/y2R8dATlFBYiIimCE13ymgmrQypQ9Vw1dbRa/9+wJrB0EDuuU5KFrbsLy0DHl2oVoaNL4pzL+bl0I41ccUMdr67QcrmH0P/OaL91ca9XiqoHHxcWVbkZlnXoxYR3nbRxenD+VB9ZNHz4YsjLSzEMkD06UZD+9xwAG60jaLtZ/J0iCLz9QJDwnGIiZ2xssAbfaNVTYOyd83dw8IC6/+s64d4x/DzmWqKGqyBxLPDi9GV9vH/p1u2W8L+ueXur5kYSVj48PeGCfxgBJyIWHh5d63oLMgOzXkVfDTp06oX///li0eDEuRkfj69d0ZL6/j6M7FqJqVa6kcef25ljgMhhL3cfCZ80MrF+/AJs2eyAw0B1eq1zg5zsHO9e5wtNzKiZOHIgefTuic1dbOA3ogoVzRmHDWlcsmDcGdj0dYNLOlqmsGpsZw2mQI6x6doappRkmTuiPe+cC8yy084NHt074olkzQ7ZAJode1ZUUYGHXDqPGDYKDgxVMW5hgwti+OL1/JW5HbcKNUwG4cToAsSfW4doxX8Se8ENc1GY8jt2NpZ5TUFlEBE3MmyPp6RPkcDjMXinZrrtx4wbzCkvSiNTmf2R7f5PVBzmYsGyux5557sQeP6n65VdPwnPfwVux6uLBAXBeXQKyvoCkZtXV1RmsW79+vcC7QEWGdWl3g9HdwZq9i0YP6YnMHxxExB71hgRJ1slK4spciZ9gHQG7LwFS6NuZqzmkJC+JwCn1kH56DJDL4ysnOQxdOnZg+Vg1b4j0O0G/nGOK2l/oj4OLB7zR1tqCgUV6F1SuVAm69bWxec0sfE4IBiflIHN6lZMt9IzOG0AVGta9F8I6IYgoBqw8fvsCm7y6jBvMh06aDepDr9Gf9wbbtX9PVjanhdP4ZfO5eRyyCnJQq6Gerx21geO4xsvHrPNgccghBU2cTSxMBd4v1GrXhKyKEr9sWga6kJKulm8+B66chJKqMvMSy5xKPIxGTb16fCcOPBt8XrvW5xufB0iKu5dTVgRJ1BGENenQmtWFtm49geZR3DIJ7y8fYO9FOVyA8z4iGjRowMZKdHQ071T52H+492uwwpOGencLZKvuR/XXC7u3oqFOvTyG80sC6xwtrPmw7prfTmQ8uVassuUHlYTnCgF7b+OQdjOUD93062qyPr5rpQv/HEE8vI3L2w5vbuS5vsVzCos3rEc7dj7r4bm89+fqP/z2SH9TPsbPt6fg2Xzj9XsNDQ1s2bLll+quf2sl5OTkMO+mZFOPPKG+fPkSWVmZ+PrmFo7t9uDDOlu71li9eBw8Zg3BsLED0GdQN3Tr7YDOju3QuVs79OjXCW3atkBLWwt07GSDwcN6YtYsZ3i6j8XkqUPRe1B32Pewh12frmjh2Al6zZtBVas2ZFWUoaxZE7pmTVHXuBGamDZG2M4l+HovhBmcz7y/H2mJ+5F+fz8DVPcvbEIbGzM2B1UREWFqr+ZdO8LQ0gKGrcwxcqwTViydAtdpg9G5iy1s2rSAvb0lunZqDbv2FmhorA/9hvXR2MQAHR0sYd+rI8jmVQtba6Q8e8pA3fv37/Hs2TM+qCMJSqqnP7KlJjOPsGl3gtDdjmsrckSfNiAPuEUFCsL7igHtyLbhuziAwwUr5NGZxjg5OtiwYYPAu0Dm59cVVrIu/W4I+nRtx94pA/p2R/q9vH068pvNOnlZCVyekz+sS/WTgIO1NkvDQk8SaX5i+BqzIO/YSDmAvr0c2T0tmhni0+3fU4PNbzx9jA/GGvcJqKGuxvKh9wP90dGvuz2SojYye5k5r2IBzh+aRwTec38vwQoN6z5kfREuxIsBqyo6ODj/MJZNKg7D+vKhk06zxpCQlEBDk0aw6mCLXsOcMNZtCmZ4zsV87yUgoEReZEmFMvZdUqn0t23HQ9i/h3UaN0Dggwv8srXr352Vd9X2dfnmuzZoI7tOTh0IUJGEHalG0KS5JHB1vnFK2gcaNDNiji8oHwoE60jarqD0yIOsnlFDVpYeM8cwxw5UNorLg3VU/oLil+S8vIoSH9ZZ9u3C8lZUUxZoHiUplzDOvw/s7qY9RU45/eggw+s0Z5w8efL3vkb+ttjFlKwj2PI65sxPwI4AHqnCksrric0BOODnhT2rliJgwRysmjkNy6ZP5gffea7Yvmwx/CbMhO+4GZjcjfsHyjynEVw1WO9tuB6wE+kPrv4a+uQHgoTnilxv6fHhfPBmbqTH+rj37FH8cwTrOK9j86RHHmLpPAWCfSYGXFBLXmTp94/38wFd7nZJLx82LtPS0uDi4sJsE9H8ICEhwX6nppIh8X9ze/LkCXbu3AkvLy+MHTsW9vZ2sLKyRNytm0h/cRkng5dB/JszkikznJF2LwQkDfMyPgQpsXtx79J27NnkDu/VM5iE3a4dS7F3wzz4LJ+KCZMGo13PTmhkZYEmLU3Rzr41HIb2g93IoWjt1BPGba1RS1+P2ZurKinBzJiIV5OCjII8FFSUMGVsbyx0GYTxI3uiz9BeGDCsF2aP7w1LK1MG18j+rrS8PNTrajHw17JnVzRzaIeGZiawtDHH+PFO2LF+Lm6dCUTq7SCm+pYavwdxkQG4etQLl8JXIubgKkyfMhCVKleBdUd7PHv5Avfu3UP79u3QyFCfOeAgtWY7O7s/pgbLSX/GPMJmJYZg0jCu85I2rRoiQ0CqfPmBh4p8jvPsNDjZ3+2MEayrUaMGg3W+vr4Ch7ZZXyowrLsXAvLOSvNp7+6dkHY3r+OHEyFcBxME62IKgHUf11ZFuxZcW44WehJI36AI3PLLC+seHMCEIZ1ZPo0bGeBFrOAk63KPFZKyu30qANatuHb46Lko1KmlAd8lU/EpYR9yPj3+N18WAi51hYZ1H7PThAtxIawrch+4/vY+m0ha9+jIB2JkT43UCniTTGF7+ldTQ7s2mrW1RFUJcUx2n1nkvAsCNuR5tJ6+Lijt+RHb+OWaHb6R/ZNq2cGmwDzIbp1Y1arMfknA/XMsbvdpXBtJ0tVlQHCyoHyLe97czobVES8fgnVVxcULTZ+cTphZt8R/lf5Dh5H90eWbYw8n96ksLf/9WwuNX9wy5pas6+bCrQf6KN6dFI24z49+mdeVl3dAfaS4+Qrv//dhXFHa8EPWZwG/vv+O5Fq35kqhFsfu1N9R8l+U4mPxJOsIvGQ8vvaTKuyP0nZF+X3VdzuDc9tduJ4vZ/YezH5f8+V6hCWPsvmCntzQR3j8W3WUeTeCD946WXMXE26jevPPMVj36nqePEjNlQfrSAqPvge6tW3BzpF6bJHaLP3lLzrm33+ZnAtoaWnxv4vs7e1BqpH/8kZ26+bNm8c0Ajq2rQ+3fhrYPFEDTfSUEBFxGF+fnEFk6CpISHL/8LSwMMawPu0xqLs1une1gUPH1mjf3gKtzAzRrm0LJmnn0MkarVs1gaV5YzRvYYy6RobQNtSHpr4e1OpqQUpOFiJVxSApIw3FGuqoqVefXVOto4nqyoogWEdSbhREvjn6KegbtFKlShARE4WcqgpkFBWgql0HVt0cMG3ueKzxdmNquev85mKh23C4jOyGGeRYYmQ3THN2xNThXViYNqIrrCyMUKlSZXTo3RMvUj8wj7z2LXUQsUAHYR4muBaxCK0sLXHw4EEGakh1uExVYkmK/eEhEAjwcedqj+hqa+DTrd15gURyMaTHhPfmX3cPDwJfvtvkzcjIYPYnFRUVmQCBvr6+wD02V2RY9/XePgzp15X7XuncHp8T8kq8HQvyZZBUvnrBsO6DjyhsmyqxNFroiCN9pz6QuCtv+z4Iw9QRXblt2EAXT678cF2A4yHr/n5Mcu7Ff1fw5i9JSQl0am+FmKObkZ39h1Tq/6IXVoWGdalCWCcEC8WEleT5k6cqSVJe6+6dwcTNK+EZtQ+DPGcyoEReS0kyq3nX9iAvq3ScOzTtaMsmJof+PX67/l1XLGBp8by6Msm1h9Goa9wQMnKyWODjyaT6CoIJJA1Ik6Oz9wIG6wJTzqOuvi47N3zqmN8uHy/flp243mapvqiMDZpyJRJ51wvaX36RgHoNdKCooQq/O6dZ3L7zJrHykURhQfFKcl5eWRE8BxMuQX4sD96LQ0ZeFrqG+mje2gLtutqjfbeO6DGkH7oO6IVmrS2gpME12Er/XpNtw5LkL4xTttDuRHIS1hy5iZhXD8qkvR5/LV/qbbzvmI4dO7KxsmvXLt6p8rEvphosD8RkPYvFh7gLeHPlLN5cPYNX0ZF4efE0XpwvuofYK2u5sG6Pqwer20mOfUGg7sb6XYgN2IXU2xeLBn6EwK7E9ZSZeJwP3oZ0576/hvdszz9HUC7n2XdoynlxhX/tc+w+6GrVgEiVyiCpOnbv0+iilSXtxT87fr5+/YoJEyawRR69O5WUlJgk2j/7QACePn0KMpRP9rfGjRsHtRrKeO4tjRz/Sni+SgRmBgrYtnMLOI+O4dxBL6YxQGAswHMcMpNDkZEUikwKyd9DVnIoslPCkJUSxj+fejcEj65sw/2oQJw+4oc9O5Zgg5cLFs0eiSHOveHYxQaWLRpDs4EOlGrVgLS8HNNWoLx43ymF7cmhGAG/+k2N4ditLcaO6oVFLgPhOWsIVs4ZDq/5zvBZNAab1s5C6PbFiDqyFkE7l2Kj1wysnjscK1wHY6XrELRtRbCuEvqOG4XMnBycO3cODk0V8NG7CuBfCVmBkmjRVAvW1jZo2bIlDAwM0LZtWzx//rxsukHmZ+DhEaYKe2DDLIiKVoGifDU8OO+fF0gIEDjklhaqMMcPD4KTeh8cTjZevXqFHTt2wNLSksEiXj+sVq0agoKCBNru2RVYsi4jcR+cB3FNHnXsYM31opqrH0cErf0G68RxqQDJuvfeImhtJMvmDPN6ot9g3Q8g+0EYZo3tDVrP6OnUw8NLpeec5XPCPnT7tiauJiWJznatISMjzcpXuXJl1KyhDs+lS/H6dfmQOC/pYKjQsO5L9tcyWaQJF+FluwgvzfpuYN4E0vKyDBoxMPZNrbM4x2vjT7KJqPv4ob/d/+rr60JcQgILT+3GxC0r4ThtJEgdlveypMnON3hTgfms27eF3cuDVPQc07ZyvcqSdB3BMkHUp2Unrp2FIcvdMHTFbKbiKilVsBps7jzPpVxHw6ZGUNWqhVG+i2DRtT0r8/5LgvO+Gpf6gKnryKly7eqROrH9uEHQNjZA3SaGqK6swK9TXt3Snuq3VoN6IHt/Azy4khQT5rsIpM5y14HwWPBzSJvJp6HSIRxajoew5Xx8qbfZnbQnyC6HqrB9+vRhY6M07NOU9MNGIPFKIFnHA3YF7t/eYoaTyUFE1vNYENgj+3NfH13D14dXkZ5yBWnJl3F9/U4G58Lmr2R1O6ZzTwbpCNRReBdbBNtnQlBXNDhWQD1l3vsO62Y5f1sgtTblAzkCcJnJp/l5ZN4/xb+2ds5o1m48uPf1VvjP9u0KyDe3pIpA+nEZJULqkOQ0gvd+dHJyKhcLLLK5p6urC7LNSZJCCgoyeLpSFAj4D6nrJODQSh3T3Wcj81EEzh3yZrCOvgu6dbHGnGkD4TKmJ6aN6sYP00f3wKwJfTBvcj+4T+GGhVOcQGHuZCfMHN8b00d1Z5ItJN0yZXhXTBjaGeMGOaCXow10mhpDvZ42pGSr86FodXlZWFs1g2NXW/Tu64DefRzQs5cdevRohz59O6JJs0ZM+o6AnYR0NdAfkzqGDWDVpgW69HLApLF9sXTheOzbsggxR3xw/YQ/nl3ZhjexO/jhLR3f2Inxw7qyb6WFSzxYz7p48SIsWhgg0bcmcgIqg+NfCRZNNWFv74C5c+di69atuHr1atlJ12V9RmbyQdw5tRYhAVMhIy0OcXFRXA5fLoR1DOyQnTNeKIF0IQHmBxF4+fAmTp86yVTbaWyQjTre2CeYa2RkhLCwMKSnpwt0BqrIsI7sUY4fyfUu3ra1OT7G783TpyP2cmGdXPVCYJ1XFVgZyrC2MtOqhDQmWfczrJs3ZSAb5/XraiHlwtY8+QgSSL+6vgvNm3HfGyqKskg+txGbV8+ESSNdvtdw6lsODg44ceIEsxcq0A71jyRWoWFdJie71BdowkW24BfZf7JO1TVrMlWCpvY2aD+0NzqNGQj70QMYrCHpuRY97NHUwYZ5FdXQ0YaMkjykqsuwQMCHgFPNBvXZRGnYzBjkTKGkz0NqrI1NTfg2YXgvSt6eVGD3XTxaaPq3Pj2Eoqoy8746dYcXerqOA9mIU6vFtWkwxnVSofGLWnabzlzAxisbb08grihp8Dzx8uLRfvTMiUWKW5T0SZ2YPjD0vzmYKAi++tw6geXRYSCPuwRdc9+34NgO1q69xgwRWLmKUnbhPSWbY1aGx0Kj40EG7DQcDmLL+dul2m5J6S/A+Uc+DIpTzOHDuapGZMepXG0lsFlXIKQrCMwUcP7W5r0Myh1d4sPmlGF2XfLAuteXzvAhkaDyFKaT1+FEbljn5TaStUPLJvp8IEew7mv8QW47vL2Jr3Fh7NrLCzuhoiCLapISeHBqMzuXlVKM9vr85J8bRnv37kX16tVZHdGe7LqVl41s792/fx/k7fTmzZto0sQYkxyk4dZVCq5dpNDKRAVjp0/C14dHcO6QD4N1omJiGOXcE4HeMxCwZjrWrZjCgu+yyfBePgUB/vOwdf18BK6cgsVuIzBsBFdyzrhFE6bmqqRZE3Iqysw+XRVRUVav9M1Ddn4bGurAysEWalq1GYAzMdHHkT1L8S5uD77cCf5mJ49s5YXgy90Q9vvycX8YNW3EvnEkqlVjzin0zZow+3g9hvfDnNmjsWSOM0aM7of+Th3Ry9EWzk4d4GjfEjYtGqN184awNjeEtUVjqKopQUxMDIGBgayJSWKulVUr2FjUwVRHRXhNaoBuXdri+vXrArdXVqQ+lfUF+za4QauWMlSUqqNKlcqoVOk/BHiMxtOYjfiSsBccglUpYaUGIAQJMwSb1n5wkoPBSQ4BJ3kPOMl5bZ7lySslDNlJ+/ApfjeeXNqA64dWInS9CxZP749+PRzQ0MCAeXeuUqUKv3/SNzR5gqVvglu3bpVK++ekvQZSwitg24Ui634oXCY5s/q2MjfBh7i8kO3YN8k6Butmi+frDfa9VxVYNqzG0mikJYXUncZAYt50aGx4zBzBYJm2libuR23Kt75J1fzrvf0gVdacpBKA3+RQPLu8FYYN6rHy1FBXxptrXCk+cjIxflhPyFbngkWa/0hSe/LkyUhKSiqVvlWk+eUP3VShYR3VecKXJ6W6QBMupEu2kP5b623C3OkQyfXxlBse5XcsWlUMCuoq0DExhImlOVra2aKTUw+QRJxdj07w2bOhxP3v0rN46BsZ8l+UCsqKqGuoB4lqUoiIv1DkdJ1GD+Gn8eMzKKupFDmdwtrMoo0Vs1Gnb2yIOvW1UbuuFoOMJNFWWDzetTP3r8DU0hzNWjZHcysLTJg7DTc/JBcpLi+NX+11GjaAaWsLPoDzSzgN77hjCEz57rQjN5z78Xjl5XBWj31HDRZouX5VbuH1ks8xm6PiodmFC+xof+RuYqm13Zecr3/oNV+62U6cOJH1ew8PrqRF6eZWhqn/QVgXvy2YwbmTy9exunWytcsD68junRCu5YVrgq6PjLtH+WBu75qZrB2aG+nxzxGsS48LZe2Q9ei7Y4mJA7nOiRZOGsDu5TqWyGvbrtCyfv53DGqTF9B+/bhOUOjbwcbGBuSEobxumZmZWLZsGfQNDFC3Xj00aKAPssd38twppD0gWMeVrBMTF8dC12E4H+KJqGBuOLlrIWZN7Is+ve3Qrp0Fs1HXrGUz2LU1R89+nTBqrBNcpw3C2EmDYd2vB3MCIa+uCnEpKWjUUoejYxusWDoVbm6jmGdWsjds1FgXsSd+MA6fSy2OB19ykkNxImQF6tbVZNoAZLOue39HzJk7Bt1726OtfWssnDMKsaf88fLGLjy7uh2PY7Yg5ogXTuzxwIndi3Bq7xIc2bUYZuZGzFnIvn37WDOTPbr9+/djmst02HfsCLuOnbBnzx5QXf2RLeszdvnNhIy0r3BmkwAAIABJREFUBBuzvG9aedlqMNTThGMHU8wa2w1bV4/DpVBPPLoQgNT4Xci5Xwi4yqdOqW4Z9GNSaiUDFbz2Kbt9MFeqjoHK/chJ3ss8CGfcC8GH2yF4FheOuDPbcGzXAqxdNBIThtjB3toYBro1oaYsCynJqqz/8OqUtxcXF4eOjg6mTp2KS5cu4cuX7w4nBN0HOGlvKiysIzi2wm0E911koo93N/PakosM9WcSjrLSYoh2E8sX1r3zqoxW+ly7mhq6eniyt22+sG7F3HEQFRVFbc0auHdmQ76wLuX8ZvTt7oDRgxwRsGImnl/ZyWxFFqc/P47eDL16XG/r9bRr413sTn5emYn7cWTHMjQxasjvdwSESdJ506ZNILMLFWWr8LCOpB2Ei92SL3YrYt2dTrwMUh91XeHOnESQ91fnaeMwbbEb3H2XYc3OAOyOPAACTGVRPzEvEhD/zQFCaMxxzF3jUax8Cfo1NGnMQmuHthjjOhmB4TsRELYd+6MFo2p6/PYFHL15jl8ukmTbHx3B/10W9fSrPAaOG848+6prabJ/rHkfIrQXrVoVsipKIGlJHTMjGLezRMteHWE7pBeTqiRpSpXaNdhLlLwDkzfbX+UnvP53zDsE7NQdwpmEnfnIE4h9/2tnIsVtu+dk9Lqcbm5ubqzf075cbe/v/DEglrBjH4Nz51YHsrrtYWmbB9Y9PXX8j5WtUNBUgKTgvxgn8/5JPpg7tYVrO9C0kQ7/HF+y7m0ck7Cj37cO+kFMVATatdTw8Wowu5ck9Ir1/J8e/BPD6PDhw9DQ4Ergk5rS8uXLK4S0AzlMIBtdjx49wsuXL9mC8ePXT0h7cJhvs05WRgozRnbDCtch/LB81mAscRkAH4/xCNm1DNeO+yLh4lbERPjCZ5UL+g/oArOWTaFv3gw6pk2gUrsWGjTUxcRJg7BnmwcWzRsFk2aGqG3QADV06qGZWSNcPuzFX9j+aoGck7Qf4VvdIa+kwByS0Z/O+oa6WLxoIkJ2L8eMaUNgYWMBuy5tYWtrDquWxrBoZsAcYpATjA52lujYtS1UNVRBtshOnz79Uz/NyckB1c8f3TI/ITUhBF7zh8DEUAuyMpLMdmTu7zk6FhGpzK7p1VOHg40x3MZ1R4j/NNw+4Y33N3ci4x5JoBUM4Ug6LSeJ7gli0mq/qv+SXOdKwH0DbIWUJb+0qeycJJJ62of0u0H4FL8Hb65vQvJZb1w/tAIRW6dhg+cQuE/pg2H92qGdjTkaGTaEmpoqJMQJyhVuC5FATq1atUA2a8mmI0meUvuX9sZJr7iwjtrZZz5Xss6kYV2mop677WOPerO2qy4lgouzRAqEdS31xNl3hYauLp7sbZMPrAvFmkWTmQStZk113IkM+HmeSQnDga1L2VxC44mczmjV1oSH2xg8I4cUKQWPndxlfnhhA+rX4b5HGhro4WPcnp/y+hQfhBXzxqN2LQ2+6j9JdLZp0wbnz58vOxX70u7chaRf4WHdk69vhIvqYjpZKO5CVXj/3wElhO1QeDusD9vOXmA1atdC2x6d0HVQb3R06g6rTu1h2KIpNPXqgTzGkrTkjx9+pDbca5gT9p4NB8FPHjwV1nnhdf631M/cHVcZrCMbduP9BAta6Q+hHE55VIDlflmQRB2NB1JPKFfbH4R1PMm6Sz5cm6IOzVvmgXWPjkcUDwCVI4hWLPD1G8+d/fQSH8zFH+JKOLZvacI/R3AuM+UMsnNJ1fG8xgZ7zeLfl9sJRZHK/inlrx5GBKn69+/Pfwc2btwY165d+6vLLKjCkUos2V+j570UE8NsKJEk0ftP75D+4AjOHlgDCSlJ1FRXwp0z/sCj8Lzh4QF8uB2ME2GrMXXSQGZLrk59LbTpYIn2Q5xg3rUjahvooYlFU6xaNhXbNyxA774doaSiCDXtOugyaTQa2Viid99OuHdxy0+L2tyL4PyOs5JCsd5/HsSlJEGe7qtKiKOqpCR09OvDb9U0PL62C2HbF+Pw1vm4E7kuT7h9eh2iDqxGowZ1mMoz1QNvy8jKwrOP7/Hg5XM8e/bszwK7zE9cBxPJofhwcwfO7/eE54x+6Ghrgnp1VCEhIcZf8P/4HUeASkGuGpo1rovhfW0Q6DkKVw4ux+trW0Cwk0MAIiUMnJQgIDmvJ8786rtk50hVdTeTesthqqo/wLpvZWBqvFQWHpRLDMab2C24G+mLi/s9sWftJCx3HYhJw+3Ru7M5rMz0YVBfDRqqUpCSFP0ljOPVDUkykQ1GCQkJvnQTXTMxMWFq4WXq6Zc6XAWHdYGeXE2GxvraeH19R5454GaENyTFq0JGojIuzKicP6xbUxkWulz7giRZ92BvB2Qn5rV9R6Btred0kPRuTQ1V3D6Vv3OWp5e3oaFeXf67gPoFmQAwadwAu3znIu3ur6VVH5zfgLqaaiyNJsZGIDCX37jJvr8f8Sf9Mbx/V8jJck0uUN9UVlbGdJcZSExKAXnsLq9bhYd177I+C2GdENYJ+4CwD4BUct1WLsTpezG/7A90b/TTWywQnPtboJOwHCWDg/GfH6OL21m+/TryFCuoukzLySiv3w/suby9vdmHlrOzc/l6zg9/TrIufmswYv134orPVla3bUxM2W+eg4kHR44IYd1vgLgiQbN3t8DzCPsldh+aN9ZFgPt4PoT7evsQ8OYGX6oucpsnKv33HyxMvtu1Y/cUt5ypyX/lOCJvfC4uLiCVN1qUSUtLM5XQPy5JVYa1dfbsWcjKyUJNqTrqaauiUwtltGiijbAD+5D9KAKRoasgISWB6jJSmDDcEXMn94Pr2B6YNYYbJg/tjGYm+mhq1hhjnHtg7ZoZmDdnFGxsmqN2vTro0q09vFfPhMeiCUzKTkqaqwI7dsJAjFzgAl2TRuzahx8My+e3uC3oHNmXWrpwHCSrSaK6kiIUa2igoaUFGjQ1gqVNc7jPG4MVC0Zh6shuzKnFuIEOYGGQA4b07QB5RTmoqKjg7t27rObJsVALS0to1NWGlq42jJoZYcmSJX9O2iXrMziPjuRd8JPaZ0oYPsXvwv2z63B022ysnD0Qg3tZwdxEh9m2I0k7HqDKvRcRqQJV5eowNaqHAd1bYf7kfti8chyObp2BS2FLcevYStw/442HFwLw5FIgnsYE4klMIB5dDEBy1DrcO+OLhFM+iDu2BrFHVuPa4VW4Er4CMeErEB22DBdDv4coUpsO8UBUyAKcDVqIyD0eiNzrgWPbp2Hf+jHY4TUe6z1HYs28YZg/uT/GDuqAnp3M0MpMD3p1NaCqUh1SkgQj/8v3WXI/V37HIiIikJWVhZ6eHpNaIs/O5AU5KioK5GilWbNmUFDgOlsju4Wk7lzmWwWHddu9uCYZ6tevi8cxedVgb53whZSkBKTF/8P56f8VAOsqoYUO1w4mwbqEvV2Qdo8cjuSShEsJhf8KV2a6SENNGfEFqNpnknfavh3y7Wv0fnDu3wkJpwKQXYg9u4TIzahZgytZ19zMFJ8TCofgn28H4eDWJbCxNGOSf9SPScqzaTMz7Nu/nzk0uX37NvPiXZ7gXYWHdTng4I7Qbp3AFqaCWuAK0ykZdBDWm7DehH2gZH3gzONkvv26ngvOCmxOzMjJKvPv2bLMkD7m6YNp0KBBZZlt6ef1PuG3gVj2yxvIeHyNeXn9nBiD1IRofLx9ER/jL+LDzfN4HxuFt9fP4c2VM3gdE4lX0ZF4eeEUrq3bgSs+21ggqQYL/ca44r2ND+xSDh367bIVFVhV5Ps4b+OYx1ee8whmp44k6hKPM1CXmRzJ4B3ZpSOYR+OAoB3vvpyn0cVvp9Sk0u/bxcjhzZs3zKsnz4EE9UeSrCPHAhVh+/z5M1O1Cg8Ph6urKzQ1ZHF1njgeLJfAp//ZOw+wKI4+jEvvqFixK4ii2HuLJUaNvZsYY2LXzx5719h7RQUssWIH7JXYe8cKCvaOXTq83/POscsdHHCHgOa4eZ559m53Z3Z2dmZ35jf/4mqCv1rlxNixoxHx+Aj+9ZoHc0sL5LXPjiObp8P/mDvu+C7FnSNx8eqBJfBeNxUD/vcLXEoXQ+UqZdDrfx0xeVJ//NapOYoUKyKk87LmyIY/O7fACtcxaN+xGerVq4bD2+YgPCB5aRWVibfyJDz2d+jd7fir36+wtLZGXidHFCnjgqHDumHRrMEYN7wL3GYNxNLp/bF0Wr/Y2BeLJ/fG6MG/IXNWWzg6OuLFixfi8Y8ZPx6//5QTawflwpnp+TBuQDXUrFkT27Ztw8KFC7FmzZp0tS0VEx2KmKeHVOGDmjqgimh4wHZ8vLkJQSfdBMBr26QqTEwI57Igs62lcE4RH2qx/VPV3cLcBNZWZrDLYoFc2a2RJ3dW5LO3Q748ipg3d1Zh5y1ndltkt7MBbeZRJZf52lhbwMbKAlaW5sIOHG3BMVpaxIvmZkJSitcyMzOGqamxKB8BIsuhLZSj5CDL4lQkN6qUd0Szn+uhS5cuArxTSumPP/7A7du3hRdnSpFSak4CHlRx5TM/duyYDOyZNjw8nRcjMzis2+r+NzJlMkDBQoVw79Q6lXZ+29cNtjbWsDY3wNERZmphXfBCA1Qvaiy+VYR1QWsqIvKmh0o+lKxbtWgizM0tkCdXDvgdWqp6XOk90qFVA5GXuZkRzM1VtY7YRks6F8Xq+cPxXo16K99TVw6tQm77PCKP2rVrIeRuPHCoru8GeuPVlY2YOX4AHAoXkJ0s0gFFz5494eTkhNatWyM4OFhnPlEZHtbxSdKekH6Cm7IJrr7e9PWmbwP6NqArbWDYqguyOuzu26njbCIy5hvb8Enj4cq6devEQKtjx45pfKV0zv59ymEdIc+Hm6dBRxCaxPuH9uD2Pm+c37oB57ash8/kedj99wL4zloOc1MzVHIqIcDdJdf1Qh32vs8u7SGQthJe+vPlOo55cx1UZ6VqbPQrhbOImFeXERrrAXb97GGiD7SsX00GdUKqLthPzkNj6PkhIE0aurYScJSkGzlypLBPRmBBG0Hs4zdv3kyT8n2vmV64cAEODg4oVKgQihYtiiJFcuHtUivFRNg9E1wHOqD9Lx3w/ukZ/LtjroB1dnaZ0bdHawzp2RqDujbHwNg4qFsLdGpbH6XKFEeDRj9g5Iju+GvQ76hZuzIKOhVBjgL5kc0+F5o0rg2PpWMxalQvVP+hMoYP7oxH57RXe00K2j274olWLevB0sYaJWpUQanqlTDz734IOrcGzy+ujYuX1uL5pbV4enEd9ntOQ7ZsWVC+fHkQ5jD0HzQYy/+XC3DPhLDlxujR2gHW1jbC4QBVJSdOnCikXdLv+UYDL8+qhQtJ1ceJ7dPgVMReqIcO790CZ71nwn1GH/T9oyFqVioOAjL2A0qWEkLEh3jf6j+l4aiiSom43LlzC1BRpUoV4fiEXllHjRqF0qUVjujy5MqKMztm4uEpD7y5uhafnp0T0D179uzifmrXrg3C+aTChw8fRD/g/fI6tNuYriGDw7pd62YL+3B58+bDnaOrVNp5wPEVsMuaBaYWlvhnfEX1sG6BAao7KtqysFm3wgG4Nl8lH/aTtUunwMLCEvY5s+H6gSUJjvOcDze3oGaNyqLt/FDMCJO6FkH+vFkTqJlbWlqiV+dWCL6W0B7dhX3uyJEzl8ijaYPaCAtIHtZJ/Tgm0AfXDrqhY9smsLayUumTdnZ24LtbV4Ie1gF4FfFBD+v0apD6NqBvA/o2kMHbwKU3D+DQdq8Adj0XnEmV9kDpbV0OW7duFYOkNm3a6NZtvrulPWiJBVyUmiOkWzpxDNbOnIInxw9h49wZ6NmhLRr9UAOlnIoiZzY72FqrDjATm/CZGBljetd+Athdcd+Ie147U1w2jaGRHtYlWcfhdw8KMEdHEnQoYWxkiCveS2RYF/XkTJLpE30O9EKcyoF9lBP6li1bJptzfEk6qhhRku7OnTvJptXFEz5+/Chs01EN8MyZMyhRwglHx9rg5BhznJ9oid0jc6Jho5/w9uHJWFhnjhw57DB24K+ycwk6mhjVvwPq1qmM3r1/wbJ5w9CrZzuUKF0cjqVdULV5Y5SsUQXVa1cRHl//WTYOdRvURKvWP2F/KknTSRNc5e113+XCsyzVYdt3aY9mzeuhRauf0L5DY7RuVR8tmtZGk4Y10KBORdSrURYVyjnDxMQYDRo0kJ0J9OzdB3O758LL+UbwX5wHa0cWRa0fauPatWtCFe1beIWNoSp50E61gEH5/qXfj8+sQP2apQRkcHKwx4mtU2XnEhEB23Ft3wIhkUZIRxutS+ZMwLiBbdCkflnhqIIqoTWqlUfdaqVQp4qLHPn/p5pl8HOd8mj2Y0W0+KkSWjasjDZNaojYtnE1tG1cFU1+LA8ba3NkzWyGxnVLoflP5dG8vhTLocVPZVGtQhEh6UcJOKqpEsLNnDkTy5cvB/s3HX5cv34dQUFBQjKOHlkp9Ua4RicQ/LYUyJsdby7HSWNFv7koPLfSkyuPU81VkphMrC8T+tMDssivQAH4+fkldmra7M/gsO7QtiUwMDRCzly5cOOwquOHoNNrkDNnDhibW2L56ErqYR0l65wUknX2TsXw2KMIoq8tTNBXPD1mwcLSCrlzZMXVfeod2by6vAYlSyps1jV2yYRPSwxxfoY9GtaMk3aTxjQWFubYsnR0AscT53YvQ/YcOUR7ate4BiJS4JX5y50dWLNoLAoXVniV5TXZJ48cOZI2bfAb5KqHdQBeROgl63RFMkZ/H3opL30b0LeBr2kDA9zOCVhXsOVunH/94KuA3e2QJ9/gs56+l9y5c6cYaHFCoFMhhbAu6tU1WZquSZ0fkMMuK3JnV9j5kQauKdk2r/aDAta5EdbpJesShV3pABmjnp6Vodys4V1F++/RvpG8L/zOPiAlUnUsO20lpmJ4+PChAHVsc5Q2SCwQSk2YMEGWpKMEUd++fcH0+qCoAYKn8ePHI799Zthly4o8eXJiWI/GGDJkMN49OAlfIVlnDidnB9w5sQJfbm+R44cbm7B782x07tIGDkULoXbtSpg9YwjademEkhXLYOKobjiwbS46dWqGMuVKwm3RKLynsXUNvSpK4EmbLZ0T+Kz5G/b58yKfQyGsWD4B986vw5Mb2/DwiicCL6xDwJl/cOuoO/wOu2L8mJ4wNjVF586d5SYxcdIkFMlrjdIFTFCwsD0KFHVAu/bt01maTi6O4kfkJ+DJ4QQAQl3dRN3bjnED2yrUX3NkxoF14xKkCzzuBkqlsQ8JL7jv/RET6IVZYzoJwEegffLYIYS9uIiwe7sQ5u+FMP8dYhse4I3wez6ICNqLiEe+iHh5EREfHyLi42NEvjiPyIeHcPuoG+xzZUG2rBa46zsfEf5bYuM2hPtvRETAZrhO7SbUYEuUKIETJ07Eu+HE/xLWNW7cWJS9UL4cCFaCdXh5TjynMmXKiOOUhExOvZ1qsUOGDBHShfQKfODAgcQvngZHosPeI+bB3gTPSN2z1cV9p/euFFLOfJdf2e+qUg9PLmxAnjx5YGRmgSVDy6iFdW/pYKKYQl01t4MjHi7Lh7Djg1XyYb3tXTcN1laWyJU9C67sTQjzeM6zA8NQuoiNaDuEdZ+XKOzkfV5qiqndi8DW1lIcY78h6J46rLOwHSk/lyBvnN65BHbZFJKdHZrWShGsY36UsvM/thJ1f6gqrklJ8P3796dBC/w2WephHYBn4W+/akL2NRNDfVo9WNC3AX0b0LeB76cNHH14H3ma7hLAbpb31a/6NjwIe/VtvuzpeNWDBw+KwRGlLXQqpNDBRPTr63h+8rAAdl6u85HTzg6mJiYoYJ8bVcuUxo/VqqBZvdr4tcnPYsvf8SMdSrSpWQ9dGzaHraUVsttmwekFq6BXg72RMmm11AR4wX4IvbFLgLn7h1fC1toS1pbmeOD7j9hH+3UxLy+lvJy0lZiKoW3btvKEqX79+glypvTNggULQHs/nFRRZYmTcXr11IeENUD1YC8vL1y9elVIG96/fx9hYaGIfHUJvtvnwNzSHJY2VnAp6YgSTgXlWNypAAoUzo+OHZti5+bZ2LFuGspVLisk2fZsmYPhw7vDsbgj+vVuj4cXVb08ypNbNfabvvZYyN3t6N+/E/I7O6FouVIYMrgzhvRui4HdWojtqMG/Y9rkAVjlMQm9u7eBoZERhg8fLlcM24mbmxsI7ZYsdcXeffvEJJk2zr5diEHM+xsJAIS6urqwa5awN2dibCSgHb2+xj/v4emVKJhfoarn4+MDvPcX55z3mQXapGO/4aIVKEUf+RkIC0ZM6AsE3jkLv8vHERX6FogOAWLU1ElMJG75XQJVUenk4ujWYYgO/AfRgWsRIzzObgce+GD8gHYwMjREp06dtPK2S1gnScIVzJdDRbIOz08hMjIcVH/lPVBiTxM47+7uDqrfMi5btixdH3NUZASiHx1J8IziPzNd/e9/1E2oZNOBw4VdC1Tq4cWVLShQsCCMTM2xcKCzeli3yBC1nBVOgnIVLoyHS3IDvp2BQB+VvI5snCxsK+bMlhmXdidUk0WgF4K9WqF0YQWQU4Z1cMuE8OUmWNrVGibGhuKdkTNvXgzq0UZ18SHIGye9FyGrnZ1of51a/ZhiWCc975VzBou8CAd3796drm0zLS+mh3UAHoe/+aoJmX6i/f1MtPXPQv8s9G1A3wa+tg00H3VUwLpGw/79qm/Dm8iPafn9/i7ypodEDvTr1KnzXZQn1QpBdcQUQp6Pt87K0nWa2KyLf46yg4n8OXLB3i47Li5ZjytuG4XNusCdu1NctpTekz6dAhRG3veVJeia16si2v6cEd3lfTz+VXX1LvVswm3YsEGUj/2TkZBJCoQpW7ZsEfbYeIyTm3bt2gk1Oukc/VbDGoiJRvTryziybTbMLcxR3KUYzu1djIenVsbF0yvx5OI6HN25CG07NEGV6uUxd84ITP27H8qUd0HzZnXh67MA9NYqTTzTa/vwwjqUr1oeDTu1w8+tGqF771/RuXMLtG1ZD03rV0HjuhXR9MfKKOaQT0j1zJ4zW6ViCHw/ffqEd+/eiUhVaskxgcqJ6fkn8hNiniYjXRfkg/5/NoKhgQGqli+K5xdWJ6z7R/vwJOCscKrBfrJmzVrg3V1x3tNzK+HkkFv0LTrUUA6sj7JlywoIfvHiReVDCX7fu3cPefPmFVJ6Xh4jEpbhwU4M6tpMOJTo06ePrIKcICM1O1iO5s2bizLms8+G15fWyvnHPPsX0VHhaNGihThepEgRsCzJhcOHD8vSuoMHD07u9FQ9Hh0ViZjHvvI9pFcf+V6uE3jcHWZmpqBa6RmvOSrw642fFxwcHGFoYoZ5/3NIBNYZ4YeSCsCWq2ABPFycUy2s8/WcIhaiEod13ni2uydKFVIP6wjs9gwyhpmxAcxtbDFz+gAEX92o+tyCvHFs+wJkzqKQWu3SoREivvL9t8lV4S2X37Pt27enatv7lpnpYR2AoNCXXzUh+9qJoT69Hi7o24C+DejbQOq1gRufH2HPbf8Uv9fn77kmYJ194904/jgwxflkBFh37tw5MdCvVq3atxzLpP61P/h/FXR5f+M0Xp+nl9djeHXuaLLx9YVjwissPcNec/cUUnSUpHPIkw/ZM2eRQd1Vd0/c36lXg/0qIJZCCBv56KQM5f6Z8Zdo95VLO+Hz1R2K/X47EfPm2le1G3FfqWDn8smTJ7C1VUj9EDLQGLwEUA4dOiRAAvczUuKONsb0IekaoBrso0ePcPnyZVCi+PiJE8LhRnh4GCJeXcLhLbNgbm6Gwo4FsW7xcOxdPV7EXavGY7PHePTr1Q6161XD1Al9sHLpOGHDrnqN8vBYPBpvrm+S7aSlNxiIvu+NHRtmoFSFUtjmORuHtszE7tUT4O0+Gl5uo7B12WhsdxuDX5rVgqmZGRZ7uImKorfQxYsXo0XLlqhVuzZqVK+AunWro0OHDrIDiqRrNC2PxiAm/A3w7KgqIFCWTgzyQYNaZUUf+KtH84T1/+SIkJB7/vyZkDpjX+H9xsTCuidnV6JoYYXEnaenp8rNhIaGwsXFBVSR3bFjh8qx+H/iYF0mbF02NGF5H+xE/z8VduL+97//aQXr6M24VatW4h7p5fbVRSVY9/QwoqPCIEnf0onK3bvJ28zkOXRowfqg182wsLD4t5Rm/2Oio4AnGRfWPTy9CjY21sJ25ImtM1Rg3cc7O+FcvBgMjU0xq3t+tbDu3WJj1C2bWTy70oUs8WGJmVpYd2zzdGS2sULisM4HD4/Ph0tBC5FXfMk6wrpd/TLB1DgTzK2tsXVOayAwnifrIG/8u3UubDMrytOzU7OvXqzY4TFReMulbcf4fTLNGmU6ZKyHdQDuhT5P8WRMP8FOvQm2vi71dalvA/o2kBptYILnJQHbhnicT9G7/cKbh8jfYrfIY5ZPylVhX4S/S4fP+Le9BCf5HLTT3o1OBXrlTCHU+dp0N9dtExJ0BHPOBQoji7WN/J/7Anft+WZl+9p7+6+mj356FlRxDb3ujcfH1iKHXWaYmhjjstdiGeBFPjyZOs9Fnbqclp2rS5cuol+yb9K5BL24UiKmRo0a8v6aNWvi1KlTWuaccU9nXbm4lEQZp9wolt8WjarlR4OGtXHt+lV8fnoKhzbPELAuZ55c+P33FujY5ke0blgVrRpURcsG1dChzU9Ys3Iyxg3vCufSzhg1rAsenv0HhGXpDejiXy8sYAf+/LMVHEo4oVyl0sJwfPGiBeDsVAglXYqifOUy4H2ZW1li0brVohE8fvwYLiWd0b+9E/7pnx0nJ2XDmN/yo3LlKsKWmbe3NzZu3IhXr76hOYioL8Db68DDfQnrOMgHnVr9ICTaShUvgHPes8Q5MUE+iHl5Doh4L1RbWX7Jo+qcOXNkWEfHFA6Fcor+tH79epWOQenCggULCu+xhONJBapSKyTrMmHLUvWwrt8fCrtz2krW0Wsv4SnfA9kwBfWxAAAgAElEQVSz2uD5+TjpwZinBxEdFSIkanm8QIECuHXrVlJFFcd4b05OTiLPSpUqITg4ONk0qXZCTMaGdU/OrUW2bNmEKuwhz5kqsI7vkQqlisLAyART/8iNiOWGiHYzVIF2711N0aCqQhq0QiFjfF5ipBbWndg+C1kyW8POLiuOe6nzBuuDtyenwqWAQqU2KVhnZmmJtdNbJZSaC/LGkc2zYWNji0wGBujXtQ0i1aihx39XJfV/z7rpyGRgKPr0mjVrUq3ZfeuM9LAOwN2Qpyma0KXGpFKfhx5O6NuAvg3o20DqtoE1p24J0Ja78S6sPXMrRe/3pqOOiTza/308Ren5TB+HvfnW3/g0vz5X2TnQL1WqVJpfK10v8PF+6oCXFAC/2xu3y3CujIMTLM3M5f+EdXoHE+lruy762XmE+fnIUK5tw5qizY/v21HeF3YrFQFqdMRXN/WSJUuKMrJv0h4dDY/zNyOPCdtbX30V3c+AKp7+/v7CRh3VqvLlyYX9Q03hN8kADxbZoeXPLti0aSNCn57EQc9pQkXNqaQTdm6aBd8tM3Fo41Rc2rsI/sc94OkxAfV/ro3GjWpi7+ZZXz0xTWrSmpJjj879g10bpsH/1Gr4n1iBO0fdcPeYO+6dXoV759fjpyZ1YGlrA/fNG4V5NjojKFuqKK5PNgPcDRDlZoQZf+YWEp2UKmOkeYR09xgav1kSfvNb/OYyYh7tVzFy77tpEgrkzSZUYWtXK4GX1zYj5mMAYqLD5VwIo7gYxb4zY8YMGdY9P78GzkULiP3r1q2Tz+cPmoegVB0hXHLSasqwbrPrkIRQ8cFO9O2sgHW9evXSSrKO7ZcOQVj2LJktEXhyqZx/zKO9iA55jnZtW4vj+fPn1+hZUaKyXr16Ik3hwoURGBiocu9p+ieDw7oXlzbA3j6PsAO3aYUCLiv39cplnQSsKl3EEt1+zo2F/Yri7FwHfF5ugRh3A3xcao4mdQqLZ5c1e1bcn22tFtad9p6HrFlskTVrVhzdsVhuM3HX8kHwialwya9wVqEW1vU3EJJ1ppaW8BxVErjppppPkA8ObZwBK2trAdcG9fr1q9+JhzbPE95yKVnn4eGRpk0xPTPP8LAuBjEpnojpJ9ipO8HW16e+PvVtQN8GUqsNtBingG1l/zyAy28fav2en7j5soB1Dm33wu/TI63T8z7uh75Iz+/5N7nWgwcPxMCPK+06FT4GfjNYd3eLlwznKjqVgImxsfyfsC5gu883K9t/VTIuxeUO9kNYrEMJStV5zhsh2nspp0L4eHmbDOuin59PvWcSGfLVXen3338X5ZQAnbTlJKZ8+fIYNWqU8GxJ1U59SLwGaG+MQCJ37txCooU26Q5NLiikVaLdjdCrgS3+njwF4cE3sH/DFAHrKH1WqLgj8hXOjzwF8sDZxQlly5VAxeoVsHT+CLy9sVl10qqsmvmtfyfifTbUfzsaNKyJzFmyYJu3l4B1lNqqU6sK1vS2wq5htpg7sCSa1XdE/fo/ISAgQDgpefv2rax+nXgtp9ORmGjEUNr9/V3EPD8GPNyDqEBvLJvWSxjTNzczhcfSeQkK8/79e1StqvAyOWXKFMS8Vdis+3BjM2pUKCH6mbIUD2HW6NGjxX46d6Cn5aSCBOsyGWTCpiXqYZ0kWde9e3etYB3LQsDH/m9jY46bh1WdEsQ83I0OzRQOJgj06ThFk9CtWzcBWOgY4+zZs5okSZ1zMjise311MwoWKiSA1D9LJiV4j9SsXErlvW9gYAhTCws4F7NH/5Z5sHF4IdSup1D9trK1wd3pFmph3bldC2Fnl0X09wOb1HmD9cGbkzPhnD9xybrdA42EzTpTc3OsHlEWETdXqZY3yAcH1k+DpaWVaEvD+nVG1FdK1vluXyRAJr9zy5cvT5029x3kkuFhXWRMVIomYak1odTno4cT+jagbwP6NpD6bWDf3QDZq+sAt3Nav+eZPtfPCq+wPn4ps39358uT7+Azn7ZFePHihRgc0t6NToXPj1MPvmgpXXfPa6cM56qVKC0GspJzCcK6O5u9vlnZUgy9tKyD7+U6kYFHZSD39MQ65MqWBcZGhji9aa68P/xrnUrEr5uIz1/dlei1tG7duioTNwnYKW+pUkWbVezH+pCwBmjz69ixY9izZ49Q7SSImtDJHqenZMfBIcb4vVEedO78Bz5/DsaedVNgZmoiHExc9nXHs4vr8PTiOjy7tB73zq3D02tbVKS64qRUvr0abHJlCbmzFT/UKAe7bNmw+8hh2ariwUOHULRYMeFYgyCTkjgExV++fElYmd/THkKfiA+I+fIY75/5oWEDhaRYrVq1QMClHOhRlfvZbyZOGI+Y19cEdPh4czNqVVLAutWrFarBTMe+J0niubq6JgsrCevy5csn8vdc8pcq0CC8FTbrmorjVG/XxtNuVFQUhg4dKtJaWJji3M6ZKvlT5bdzmzrieM6cOTUGb7NnzxbORug9murO6RbozOXZKZV7SK7t6tLxdze2o6hTMRDCuc0ZlaAe6tVUSIDmy5cdBfJng5GJQvKNbZdOF8zNTWFiZiaeNz1X355iqhbWXdy7BNmz28HWNjN2b5iX4Dqs0+eXPeHoqJDSUydZp3AwYSiut35IEeDmMtV8gnywf91U4YGccG304G6I+kqTAMe8l8LIyFjc39KlS9OtWab1hTI8rAuj2+wvqT9R1Of536nTgJBneBD6StguvP3licbtgerTkgr17RDN02nSNm5/eYzXER/wJuIjHoa+AsuoSbrUOudOyBMhFfQo9DWehL3B8/C3eKB3xJKuzyC1nmVGzqfH/NMCuOVtuhuHA+9p9fxufn4Mpw77RPrp2y9rlVa5zqNSwf5UWg8EviZ/egDkQNDe3v5rsvn+0n559s2AWNCevTKsq11GMfi+sHSdvI827b4XmKXL5Yh+fgEh17xkKNf+Z8WEfVSv9vI+of4a7Je6zyP8Q6r1B9oVoz2tMWPGCNtUdDRhY2Mj+iz7rRRpW+x7DQRmlNBSjrSbRcghRR5La0P3dNBB9eGcuXPB0sYKtjZWKFy4EH799VdEx0TBZ7OrgHUlSxfHowvrVCem31pi7iuv/+XWFlDFLnvuXDh+Lk6SiuCIoPeOvz9u+d/F06dPvwPnEtq35CVLlgj4xL5x/fp1lQwoGSeB73GDf0N0bF0qw7qVK1fKaWgb0szMTEhiUoU6uaAM6zYuVg/rBnZpKrzBEoQSwGka+HymTp0q+rmJiREOb1SVxiKs+1/nhmJBKHPmzDhy5IhGWW/dulVAFlNTUxBIpleIARD5yk+n+pY2MPHzHW+ULl1K2HhbNGVwgnpo9GN14WBhSFMr3JidDe4DC6Fdg8IoUTQHMme1hZGxsUjL976pqTFuTlJvs+7KgeXImTM7bGxtsXPt7ATXYZmDr26Q1cDVwbq9g01gZmIIY1NTrBlcGBE3V6jmE+SDfWunwMLCUrS/8cN6J4B1Yf47EKWFh9iTu9wU95gpE9indSVkeFj3JSosxZMw5QmZrv+++fkRLgcHgFveK+HRu/BP+BgVgtDoCAGV6FU3MdhFdbBX4e8RER2JsOgIvAx/j4AQ7Rx7UErlVcQHAbFouP1Z+Fs8CQ9GwMenOPvsJs48uyHKqMmzuB/yQuTFsscPlLYMjQ4X8XNUKD5EfhH39zLivYBWwZGfwHOkQFVqTsgZmY6AK34ZLr32x5G75+B19gBW792Mlbs91cY1uzdjy35v7D6wV6zi/vbbb8I4LD0uMbZq3Qr0BuXm5oa169Ziw2ZP7DiwC7uOHcDeM0ew7/IxHLhxEscDL+Ps0xu49l7hyZLPJSD0OR6GvRZ1/z7qC0KiwxGJaETERIpnyLJHxEQhWl4zle4wbsvjHyNDRH08DQvGg7BX8P+it/kY/3nr/38fsP7E40DZUcSvU04k6JfJPafmYxSqtJ1nntI6rZR3uJp3TFyP+u//otc7DvwooaNTIeRV6gKY+NJTSfx/dGC/DObql68i6vf04tXyvhv/bP1mZdNlOKd8b9EvLiLUb6cM5TYvGCWeQ0nHgvhwKVb91c8H0S8upf6zCHubpl2Jk/0bN26AdrZmzpwpJjVpDbpSekO1aytU9CSomNy2WbNm4DsprQKlrk6fPo3N27bikK8v6MmTpgAYdu3eKSBNiVLF8Oi8rsG6zahYyhH2BfLh8q2baVW93yxfejXnN8zIyAgrVqxQkYb79OkTfvzxR9H/x/Vvj5hYVT1lWCfZx6JauSTJ1qJFC40AsiqsSwhgKFknwbqOHTtqBesImAkt2G8MDDJhh/soFacEMUHeGNGnBQwNDYQzDE2l5E6ePAk7OzshrcWFgPQM0W9uqEKfrwTR2sCyb31uxD0v1KiksEc6e1zvBPXQtAHflwYY29QIcM8kbEl+cbNC4PysODA+D6b0LIbqZXKI9mBsZIDrEw0R7fsnYgJ9VPK6ftgDuXPlhLWNDbz/UZXGlOqAsK5E0fwiL7Ww7i9TmJkYwcjEBB4DCiP4xgaVa0CGdRYC1v09ur+Ks52nF9aje6cWmD6qB8L9t6umTeSZn9m7EkbGJqJMCxcuTM9mmabX0sM6PaxLdhJ66Y0/VvtuQ7EyJWBiaiI6lTRg4oeNotPOzs6oVq0a6tevj3o/1kPLNq3QrGVzNG3eDD/W/1Ec44ouPQdVrFhR2EwpV64cyleoAOeSJVCsRHEUc3FWxFIlUJzRpQSKlXRG8ZLO4hwaRWak0VpuixUrhiJFiggPRvkL5EeBQgVRoEghFHQojCLFHOFUsjhKlHFBqXJlkDd/PoWYvrk5uBJEw6/SPRgbGwvRfYrv0xgs86TnJ4qx04hq06ZN8csvv4hIOw0UQ+fqVqdOnUCYxlVVfpR/+uknVK5cGcWLFwfLkzuPPaxtbUSdcTUjS7asyF+kIIqWLA4nF2c4l3VBheqVUal6FVSqVgWVq1YB64ji9rwuBwesV9pLcXBwEL9536znH374AdWrVwfrkIbdaS+Knpxy5coF28y24gMq3R+35uYK9QTeo7pIEXzetzaR9c86kmLFShXFs+czb92uDbp074o+/ftiyKhhmDRjCuYuW4hVW9dj/d6tWHtgW7LtToId+u33Ab7+q8+h54IzQjqOzia8r9/Vqt2N/OeCSFu5xyGt0inXFaG4LgdOBqjCYG1trVu3GRac+hAmCUCnDIqe+B6UwVzjKgrvncfme8j7rnlsAoLT18mCcvl0/Xd8hxLK6q8nPefIAC/y4Ym0aSOhr3WrL33F3YwfPz7BeEZ5bMP3TpYsWWBlZSXGdjy2efPmr7hiypMePHhQhnUPz6/VaHIpTXy/9+2XWwpYV6hwYfjfC0h5JX2nKSmBWqJECfEto8dVZek1SnZyfM+2NbZ/O0THwrrXl9ajjLOD2O/u7i7ujJ5jOUanyiGl7fh9TC4Q1nHuwfw9E5Gs6/9HE3Gc8w7lsiWXN49v2LBBpGX+/8zrp9IuKVk38a92MDI0FKBSUwnbO3fuyGWmHb10DcE3Ve7he+87qVm+yHteqFO1tHieU4Z1SVAPzRvR9AFhnaEC1rllUvEGS4A3o6OtOMfAyAj7pzvji28vRAfuVMnr5r+rkMc+t3D+sH3lNBXAK92PAtYpHKz87GKAz0sMVK61b4i5gHWGRkZY3jc/XvrFW8AI8sHeNZOFt3KOIaeP/0uGdTGB3vhnwUgYGhrBxdkRH/w2qZRPKkP87bn9q2AcC+sWLFiQrs0yLS+W4WEdJaeUJ1b63wnBwNbz+1G8rIuATY1aNkH3Pj0xd+5cTJo0CcOHD8fAgQPBlzXjH3/8IeAVAVb8SNCVWKQB1MSOpcZ+QjVKprVp00YuFz96LDPvY968eaBLdtph+PvvvzFu3DixOkYpNsI53gvtuhDKMTZs2FB8vPkB50ou9xHoMT/WB+tl4sSJmDptKuYsnAfXFcvhulIpeiyD6/KlYsWLq15pEfmimjVrligHy8IyKcfBgwfjr7/+UolDhgzBiBEjEo0jR47E2LFjMWHCBFFP06dPF/XG9sDr0fguI+uU5/G6rEsOuJkvnyUBJAcNM1cuBNV99eq1Cfuc/j2UenXy74P7oBos7c+1m6SddJ2b7w2RLk/TXbj2PmVOJj5FpZ2UR1oODrTJmyo/XATRqRDxIW1AjAbA7vnxIzKYa179B/G+PDJnubyPduuiXlz7ZuXTZVgX8+oyQpU8v9KphOT9VVn9Nfz2vrSr/xC9/TjldwntnxGmEGrQ8yRVXglQuI/jDFtbTj4zCUkfbjWVDlK+Rmr8PnXqlFANLF6iGPzO7sCra1vw8uJaENw9Or9W/Ob/l5fWifjq8nowvr6yAW+ubsCbaxsRfM0Twdc34a3fZry7uRUfbm/Dp7s7EBGwHZH3dohItTAaYqc6plDJpFOIRBxDxJ/Mqv0fm54TZObHvKVrRQbsAOMHP09UKOUIR0dHBAUFpUZ1fVd50JyDJMXZoEEDFYk4trWff/5ZtLGx/eJg3f1jbrDPZSf2S8bs6aCBAgxUKSXQ0iRQOjM5WNfnd8X1OcfSFtbR3iIFK9g35o7vLMNGtgXCumkjfoWRkQLWrVyhmQdNegKm4ATzbN68eQI7f5rcd4rPyciw7r4XGtapLOp93IBfEwCsFk0oAZoErHPLhDl/5hAeYzMZGWPTtGpqbdbdOb4G+fLmFYsgW9wnq32/ENaVdCooylLVJSeCl1ipwLr9wyxgZmIMI2MjrOxpi5DTo1XLGwvrzM0VknVzpwyXVcwJJYf0+U3k/XvbBrh5yhOPj01HxKkhCLk4HV8CvBJIA7I9n90XJ1m3ePHiFDex7y2hHtbpYV2SsJKqrQuWLwGlzwhy+vbtK6TK0gIu6fNMG2j3vdQr7VpwxZKD69a/d4CFpQUuvLwjVKol2396SJV6kEqX6vL6x0eYtOkSPI7eSPJ9ldg9/z79lAK6NdHOdt2e2/4iHUHf3jsBKbr2u8ivNxb/vQ0c4peHExMO2jWRIoif9rv9T4+cGoC11D4n+vV1PD8ZB+ta1VQ4CTg8e5kKrAt7lAbql9/gflO7/r4qP3p+vb1XlpwjqFs3W2GcvXSxwnHqr9e900b9Vap/2kvUB7U18OTJEyxatAh16tSRAQTfPTR0zy21CIKDg9WmTeud9IBKVUrCw7r16qFcWRcULZwHhQoqYtFC9nAqnAfFHPKhmEN+ODsVRIliheDi7IDSpZxQpqwzylVwQcXKZVClegXUqFsNdRrVRqOWP6HbLw3wvz+aYlCvthgx+HdMGNsbM2YOxZKlE7B37SQc3jwdx7zm4uTuhTi9bwnOHliK84eWK+Jhd1z8dwUu+nqI/+cOLsOZ/a44tWeRSMO0+9dNwjr3CZg+YwjGjOiGQb3bol+X5ujze2P0+KUB+nRqgtw5sgpNjpcvX6Z1VaZ7/gTCXHRnGypbtqyK3T0eo4YNj43pGwfrAv5dhpzZFaBYMmbv5eUl2iCl9DRVxyasoydW5q/WwUSQN/5sr1i06dmzp1YOJliRVFmV+sfYAW0EiJWgLdUfZ435TcA6qsIuXjAZwtVvMk9AeAKuo3BMQY0pAs10CxkY1hGkt2ysqPcRvduowq9Ab7RqRglQA4xpYqBess4tExb0yo9MBkbIZGiM9X9XQcSp4UA8NdiA0xtQoEB+0W48l01QD+uubYBLsUKi3ZZztMLZyXZ4u9RKvu6BEVYwMyWsM8aaXlbAyb6q1wnywZ5//hb9hZJ1rrNGgwsGbJtcIBjYvb3IO0vWrLC0skLmLNZo28gRx6cVQsja/PDbORx+vitVbNqd3uMhq8FKfTLd2mUaXkgP66L1NusSm+ByPx0vcGBEke5p06YJ6TFKZH0vAEgqB1e1aGdC+q/ffn/gj1J47du3Fzb45i6cB9ssmTFnrWuKAEhSbVZ/TPeA38J912Vo9ufsU6DzB22e866bcdCtv+tZjdNeff8Q9o0VUnnLDvtpnE65bG8iP6bhJ/z7yJqSBJxofK92r1JUS7Q1KMGTr9hGv/ZD5POrCH9yGaEPLiI06CII2kICL+DTnbN4d+0UXp8/hpdn/sXL074C1AXs8MHFJetwedkGtKml8FJ4cKarCqz7cu98qpQvNe5RV/KIfnpWBdSd2zofVhbmsDAzxfltC8SxkOveiHpyJm3r/tOjFDVZXUzEBYDLly9jxowZQr2Qkzq+a6RIFVhqNVC6l/uoPfCtQnh4uNDg4HhZKl96bQ2oxmhiAhOaerGwgJmVJcysrEQ0t7aGhY2NiGbW3GcJU0tLcS7TMK2m5axRo8b37+k1BQ2A8InjU9YDTbwowyfCOkqP8dgYJck6f9+lyJFN4axFcrJAaR4+f2rfaBoIeSVYt0mNN9iYQC+0b66wXUrNHW0Xxa5duybM37D8A/5sjIiAHTLkoWTdjNEdZVg3f8ZAQAPTHSwDzQExT0oFPnz4UNPb/erzot7dUytVJQFIXd4S1v3aprFCXbtLB0TeU7U116ZFw2Rh3ZIBjgLUEdatnfoTYm66y+1BqrsH57cI5znmFhZYu2i0Wlj39tpGuBRXwDpDI0NktTVH6WLZ8cuP9pjxpz3Gdy4ozEAZm5hgbR9bhJ2k8xSl8gpYN0nAOoLiNQtGyOWgZN3Q/3US7YsebQ0MFZKh7Fu5cthi0C8OKOuSF0UKF8DV/UvldJKDCX4naNtdV0KGh3VfosNTNAFTnozp8u87n58IlUeKUNNYIwdFVGvkB4lqo5J6Zf/+/cHIVR+qm/I8ad+AAQMwbNgwoQpJY8YEa8uWLRP5Uf2UnoqoXklVWKajuLlkk4322+iFibbwaKONK16035Y7d25hI4mrRZT6Y6Q3Qtp3K1iwIHLkyCGOs8NaWFiI1QGqafHDok1kvrSFQkOqvBYHhJyY8j9XUGnrjdfkKhrtydF+HMvJe6DaLNVnKU3Ge6PKKUEn66Vfv37CUQTVbBm5r3fv3vjzzz/RtWtXoS7KuuR/2oSjeD5VSSdPniwGrQSojFQ/5XNgvRKmUo2Xg1qq8lKCjfXK+u/Ro4eKmrF0TekZSeqxVFWlCivzTG3gOXr0aDEY4oCI5S1ZthSGTR+r7396b9TJtoHjjwNBBxGUcGMcteZismniv5cbDv1XpHVouxeX32qu0lrq9wMi3QTPS1pfk2WgR2ddD3z38r3KCY/OBNoaSgGki3njJyAcAdyLUwr4Rkk5beI9750C1hHYta2lMGy+f8YSPaxLwfPQ9BnGvLmOsBu7ZFhHO3WF8uWCAe08zfhL3h/16FSK2oWm5RDnfQzUmW6Ukht59uwZ1qxZI2wCSwsByuM2juUIT2iLi84eaIeXx2mW5FsvGFA9kONjOhmgNgpNsND8B8eBHG9xDCiZIJHGXcpbpuPxQYMGCU0Wjt06d+4sxsatWrUSEl5U0+QYmTaSaV+ZNosLFSokoAntFjOy3jgOjh+5n8cJh2jnuGjRokKdkePMmjVronHjxqLMHDdyfD9//nyxEM6xOse2NHOirRpmStpAeqchnKNJG7YjjuUJ6KSgLHWnrAZ794grsmVVwDo+cwaO0ZkHn7umgbBO+oZuWjJEBg8SOIm+vwPNGpQX+XIcrW2g+jifOcv1R9u6Ksb6ldVgCUymjeuLqDDNvuOcfxCecG5EL8npFSI+vURM0O4E9STVly5vo+57o0unNgLWdf61DUL9FZJoinv2QbtWVJdOWrJu+TAXUAU2k4Eh1i4bCdyPg7dS3b25thnORQuKOe+qucNAZxDSMWlLWFeqeGHRrjJxEUVaSDEwEKqv5pYK9VZ6g13XNwtenRyXANbtXj0JZmbmwsGJ56Kh8jUI64b3/0Pk7VC6JKpXKQITs7g5PBcZDGkLPqsdjnjFwboTPstgZGQs6kfZQ3N6tc20uk6Gh3X01Bd/Uqf/Hye14vcuSAw6+DImvCGAkuyD8MXPSIDFfdmzZxeAjM4buNrJFTiCNjpKIGxTFzm4ateunXDWQIBFW2iEUDRyumXLFjnu2LEDhw4dwsWLF3H37l28fv1aiIK/efNGiHjTPTrtmChH5ZUxTToQz1dOH//3zZs3RRno+ev9+/fCRoN0DgeX/CAy+vn54cSJE9i9e7coPw3PkvAzcuBDmMZISTNl+3C8d+4ncJPOJ9jkAI8QU/lc6TchIKFe/Ejgx3pl5G8el4AdASDt9XGwy8hnRCjKgRpjmTJlBODks5VgJwEpB4aEkFxN47PiAJNgj3bxKG68fv168cGmfQxfX18cO3YMR48eBd3Ye3p6ivIT1BFKsi0RvI6cpId1+vdN3PsmubpoN+m4AGd5m+3Gzpv+Wr27JftzhH2LD1zXOG2jYQrI97/FZzROo3wfwRkA1nHRgu8Les3TqaAlHKIU3evzR2UwF3RkL+4d2i3/TwrYPT1+CGc2rcWaGZMxqc//0L9FB0zv2g9taigk6/ZNX6yHdVo+D20AWUTAYRnIvTm3CdXLKWyrDunaWt4fGXQ07UEd7/GD7hnwT+q9QLVKjve4iMiFT2lsqbyleiullTgB47iLgR5tuXDK8ziW/F4WC6Kjo0GvoIyEh5S4Y5T2SVt6lo0fpWPcSumYB1UqeX8ER3zPfvjwQdQDx8IvXrzA06dPhQ0/Sjgx0rYf1SuVI6EQ9/P4o0ePQJViwkU6RaDqMMe1zJ/X4/UJ5SQpLt4Tz9FUtTOp5/09HmP9EXyyLXFMrAx9lWEdvcFKDibuCFhnLdJwTMvAcTzHzbR1rWng/EXAOoNMUAfrIgO246cfSonrULhB28BnnD+/wmtnuybVEXp3qwxFCOsmD+sgS9ZNHtUTkSGaqZFzjM95H4Ed7XVLbUXb8ml7ftSX1xkW1kXf98b/evwu2lj71k3w5Y4yaPPBL20JnAnr6Ak2nnOJWGcTK8ZWQCYjEwHX1rhNkduCBOG4pY1Kl2IFhS1it5mDEoV1pZ2LiHbpkM8aHX+yh7NTTkR6Xh0AACAASURBVNjaWgrVV+n9bWJmhvX97fDsRGKwzkzAuk2Lh8lliQjwwv9ibdaVr1YatxbkxajfHZE3bzbQYYWUt7mFJcZNHI6wAAW0POrlCsNYWPfPP/9o27S+2/MzPKyLQUyKJmDKkzFd/n0t+L6ARYRv/Bhxha9JkyY4cOCAgGYcMOiDbtYAB2bnz58HXdrTcDJXzjhQJlAkLCQApBt5Aj8CWa7McoWXHmVpw4ofcA5auLWxsRHHuIrLY5T6oydbbp+Fv9X3QR2TrqPjkLR4Lx59eB/5m+8RwK7+X75aXYN274q23yfSNh9zTOO0PeYrvMlq65xCuv+3kToGsNS87iihwcGTzn0P3t7SCs5QpVUZyHVr2wolHR2wYsoEbF00B5sXzMbGuTPg/vd4TB7UDz3bt0GDGtVQtFBBmCp5KJcGotxWLlZS1O2eaYv0sC6NYF3U49MykHt7fjN+qKSYGDepXQlfru4Qx8LvHgSC/bRqD9rAQpVz391W08t0Z9fHjx/FeIKLfpRi4jhBuc1LvyktRom0Xbt2qUg6sSYIsriwyHM5JtVViKQ7T/37vRNCJnoQphYN2yIXopWlBwnrWrZsKdra+AHtERPrDVYZ1kn2sb5Kso6wzjWhZF2E/zbUqlxcXJ8L/toGCjVw7C36Sv1y+HwrzrMmYd2kWG+whgYGmDC0O74Ea2aTkKCYEp7Mlwt2hMbpEaJDXgMZVLKODmCGD+opVNdbNqmPT7e2yYCL0m+/dWA7TRrWrfm7GgyMKaVmgNWu4+PSx9qLI6z7eGMTyrk4Cq011yl9E4V1ZUoovCE3dsmED67GeLzYDgfH58bYTvlRvUwOUD2WqvkbBmTHo2N0MKEkoRfkg12rJwqBH0p1bl02Si5L6K0N6PpbbdG2ylUuiU/LLRHuZoqz0/OgS7NCyGqnkGhl2ytb2hnPLq4XafdvnC3qhvPObdu2pUdzTJdrZHhYx1rWG7dPfGJ9+ZW/UOHk6glhHQ2wUjw+ucCVHEIeSsJRymr79u2ylJyyxBylzygxx0ggxPNpn4QSaoRFXHVMKnBlkPYYuGLI1VnlD2xS6RI7xhVLrtpyMJmagauUkhReaub7PeclPQt+0Cl5uG/fPqHewZcr1SsoWUfo9yL8ncbgRAIg+m3iffZ7qJu0fKcOWHZOADdKyHlfv6tV2+kx/7RIS++up54FaZR29NqLIs2Pg7SDg9JzyAgOJmgKgP2aHvV0KhCaaAGI4qu97ly2CLZWVqJuWD+aRoK7EgWLoFujFmhbUyFZt3vqQj2s0+JZaPrcYl5eRlis91eCujqVFaCucmknUMKOTiaoHhvz+qpWbUHT66s9791NnepGlMq6cOGCMHlCkx7UvlDXF7ioR0P+BBK3bt1Ksg5GjRol8iDQ01aLIsmM9QczXA1w7kDJTLZJLiZzkVo5qMK6DjKsU6jBKiTrJG+wCxYsEAvU1ELRNEjeYA0MMmGzGlgXdncbKpVxEPmmxA4Xv8sS2P6xVkl88NsoQxHCutH9WgnJJoLKYX1+w4PbV4X2EudghOKJBfZraggRjDByMZ/70jyEvsmwsI4OGOaO6Sbqu2Hd6nh/Y4v8LAnrOndsKyTmkpKs+3dsFhgbKexUrlgQz0NrLLD7fGsLqlYoJa4zf3wP4IESZIs9h2qwMqwrlQmflyhJ8rlnwuGJ9jC3VNjQ3DgwO754N0gI61ZNgKkZJesM4eVOyTuFhNwLv834vY1C9btsRWd8XGYpe5qNdDOG+2CF3T1TU2O0aN8UL68ppEW3e0wQEJKmEqjVpStBD+sA3A99odGkTZp8ZaTtxRd3hHizBOsoQUU7aMkFqlpSGo/2MihpxQ8FRcy5ZaRtN24JbBip+sBBFyPTcIVL3WCO6ri0T8KY2DncL50jbVkWKfJjrBypXqHuWtI+dnrpfBpSpTi5FClRwrqhTT/Jdh7VgllOKX1SW6aTypjUlqtWrEeujlGCjVGdWrG0j6ohLAft9XEAzLRSZH0zPY3oSvukLSXjeIwqr8yLAw5lVVpK01H1VlLDJXTj4GTTpk1CfVlST1HXPijqTxVf1ge3fP60z/JcD+sy/Pvn+odHoKRcxe6HQAcQV98lblPu2ONA5G2qcPrQafoJrepu08XbMuibuu2KRmnn7Lwq0pT786BG58f/PryPirN9o65f6MI+qsmzX3MFX6fC+ztaAZpX5+JUYCUJu7v7d2LeyKHo3LIZmtWrLcdWP9VD5xbNMLDzb5g8sK+QtiPcO7dlPe7tjLNZ16l+Y1G3PpPn6WFdKsO66FdXEHZztwBydBzRvF5VUdclHQvi2cn1srRd5MMTiHx0CpGPTwPB17VqE2phnCb3gZj/dFeiWuHq1auF3V6O6dSNgzhGoVdXSiNxsTa5xVnlCuG4hnlK6ofKx/S/9TWgTQ14eHiIMTuBQYcOHRK0Q8I62gtke5swUBnWLZVt1tHcDQNN+HDOQM0RacE6ubJQNZlj/MRgXeidrShVvICA3GvXrk0uuwTHKfFerVo1Uf4alZzw9ppCColghLBuTP/WAtbx/nJlz4ryZUuJ8yk1R7XbpMxbULhCsrfXqFGj9FFFz8Cwjs/MfcZAMeesVqEk3lyNA6+EdV07dxCwbnhjU8S4G8iAC7EqsNxeHGsIM1OFKqnHvDinDhIo4zbk9jbUrVVZSJrOHvWnWlj37ponypZ0FO2qSSkDfHFVgnVumXB0Ui7Qbp2phSU2Dc4B7KgswzhxrSAf7Fw5QfQX9r2dqybGHvfBp9OT0KVxXpF36fLF8HGZhcq9bB2UWXi0LWZvhGuevyDk/h6Rdu38ISIN5+xnz55N0Bf+qzv0sA7Ao7DXKZqExZ+U6eL/00/9hK0zwh8OimjTTBObCRUrVhROCuqUK4fq9vb40dERC+bPF3m0b10bNSvYoVkDZ2GId/GSJXCsVQbZyxXCLwO7iHN4rcWLFwt7aLSJxmsSDDHSwC0dFNAJAldXx4wZI9QpOeDjKg+dK9AJBqGisuFedb95DvNk/ryOFJmXdD1uadRVXXruo+MI2qegijDtwxFkMT1Xh3kP9FLLDzjF7Gl7j+qktOFG48iM69atE4NafoR5HiP3c6BL0XrmIUXmyftjmWiEmFKOBGhUJ5EiYRoHHLTvQhVVHue5khMLGjuWIm3E0Agy64t5sj54r9zyPnhvNHTMPGjzjvdJe3eUsCTI48eccI8AkINnOhJJLNBGCm3c8aXM+yG85bXfRn7W9780Uhv9r7yTLr15AIc2e2WQ9vPwo6DaamLl7zzzpDiX0O7Us8BEz4ufnl5kS3baL9K2Gq+ZKuzK4zfE+VS/jZ+fJv8/RGlmrDmxfvNf2E/Iz4E+bR/pVNAS1tHLa3zpOgnaabN9sGcvLrmux5XlG9C5QVNRt95/z8VVd0850ptsikGQJrBIx8+JeXUVYbf2yEBu7sjuop7tc9rh/uGV8v6Qy9vw6dRqfDzuIeLnM2sQ+eB42td9dNJaBd9bPyNo+/fff8UYgIuxfB/Ej/z2E2JwnLB///4Eqq3a3BMdSxCyaApEtMlbf27GqQGCKEp7sq0SKp85cybBzRPW0XEez5k48BclybqlyB7rYILjfIbjx4+LsTAX9jX9HgYFBQlnH4nBupBbW+BYyF4svm/dujVB+ZLbQclTSXKwnEshvLq0VgWanPaagdw5syTor7xfCjPQDnVigfXHeQbP5T1T2ynNQwaHdZuWTxDgtnSJonh6YUPcswzyQfcuvwlY90vLcgj3sFIBXBKwuzzBFBaWCu/Z7nPi7MQpw7qwuzvQuEEdAesmDO2mVg2WsK6cS6x6dRnDBLDu9qzMyGprCjNLS2wekgvYUSmurJSgE7BufCysM8LetVNjj/sg4uQwdGuQTbSrUmUc8XGpucq9bOhF6WwDlMhnhtubOiD0/h5Q6tB12iCRhgCZNk11JehhHYDneptZiU5CTzy6ih69ewmpNAI0SlzRK2xSgYMna2trAXv+LFwYXqVKoV/hwpgydCgmTZqICf2K4PHhwpgz0hHDhw7GoEkj4DyoIepeHAenZlVlWMfr6eP3UQcU8adr+qSeBz1p0Z5dYoEDF4JAtg3mwwE9IWKo3slLov1PExikK+ecfBqEvq5nZWCXlPdVnxv+8nlzd13Tqv46TVeAPsJBv0+JA0GpXqlqK3mhPf/qgVbXYh4fInVfsq54cYU9nfSyWZPYOybV92sJ6wjPQh9cBD3Bvjzzr9i+OnsUL07GeYXlbx4PvnICH26eFp5jPwecR2jQRYQ/uYLo19fx+sIxGcp1aaSYCHlNmiPvI7QLf3w57YGRjgK7GCWJOqq5PvD9B9aWFmIh6cia6TKo+3JxMz4ed8eHYx6Y2Ks1Lq6fLIDdpxMeSHNnE9GJq599TTunOQqqq6VGoCQtzZrQ6RQ1Azhhjx8ptc/jVN+jtJ0+6Gvge6oBSt9QGIEqoH/88Yda+EvHHm3atBFte+IgJVjnuxTZY21nrVq1StwWTfJQQ4hSo5cuXdLoVunwg2kErFua0Gbde78NKJBX4cCPpoO0DXSWQSd17JuF8+fC4zMrVaFJoDdObJuCVj9XQjEHexTKnxNFHQqI9yHT0DNzYoFqr9OmTRN5857Vwc7E0qZ4fwaHdfs8F8DMzBSFCxfC3WP/xD3LIB8M6K1wPtGuXQ2ErbBRAVwSrLs62QLWtrHq27P+iksfq4JKaBce4I3WLRSeZQf07qwe1l33RLlSioXapmWNEsC69wszIW+WTDCzssKWofYI31EDUYFKXnyDfOCzYjxMTEyFB9cDG2eowLqu9RUA2aVUEXx0jYN10W6GWNjdXrS5Ug628N/yK8Lu7wE95Y4f0Vfs53eHziB1JehhHYA3ER+1noBJEzld3x57cBn/G9RfiIgTsFCCSlpBSqwTkGZTNZSqjj84OKBlvnxoWa4cXBcsAN2/N6lXGBP7F0DzBk5C+mzY6OEo2KYSyrj+hpItqycJhJKCRfpj3xbsUUU6KVhHO4BcUefqJZ8VVZ8HDhwIOnlJK4cEut4/dfH+6MiBcMz513248TlxmFa+60FxXtuJx7V6f8/wuiLDN008ytKphQTrDvgHaHUtPp+PGUCyjkbiOajXucn4+7upBsQI4aJeXNMov6C9e2Uw1+3nFqJud8SDdWEP9bAuRZKFwddVJOoI67q2aSDquHPLH2VQx/2fz6wVcI6wzi6zNZrULCtL2IVc3qLRs0xRGQlJo0ITG2KlaD+N6Et23thXaR84JeHKlStCu4FqdZSUY17KMVu2bEKyn1JvVO/TB30NfM81wHZKtVWajKFWi7qgDOsmJQLrqAnDQDtv1EBi3+A+TTykPn78GLT7Sli3ZenQBPDk1eVVyGufVZjjSYkdLkq9UkOG/TRndlv4HZyf4BqUSgq5vQVvLq/Fy4trcPeoO6wsFSaCkvOqSU0h6V1AzaG0DjFhwYh5oFB7VJYGyyi/z+9zh4W5Oeztc+Pq/qVxz5Kwrk8XAZ7btq2eKKy7PtUatlkzi/awbMaguPRKsC460AddflOofvf4o72qrbnY895d90T5UsVEPk3LGeOLq6ra7YdYWGduZY2tw/Pg3fZ6CAncH3c9AevGCSlBmpE6vHlO7DFK1g2FBOtKuhTCB1czGTxGuptiaJ+a4rplS+TEo23tEHl/JyLueWFgr9/Efmpu0RalrgQ9rAOE5IMuTnpT457+DbyIgSOHiM5EwOLs7JzoB03qFFTd5IePUIbQjjFXrlxi5YjpqQZRqUJpYauEqpRUqazVqB5c6lZCm1/aCRsnv/76q9jSAxM/fLSvxrTly5cH7SIwjSaxffv2YlWXbsWpBkq1VUm9laq0VHuV/qvbjh8/XlZ/pYorXwBU+6xSpQpq1KghRMspXq4cKVLPY8qR6qINGjQQZWaZeH9cxaM6KlVR+SFl2ej2neWgqq+kkkt1X21BJAflyvdMNVeq+hKWapoXbdFpei6l7tq2bSvUk6V2EH9LJxuUpKO9P+ZL1Tk+E8I6/5CnWkOQ1Gjf+jy+P0cVvkH3kLvxLgHIdt30T7RdSFJ4hVrvxbX3iUO9+M/4gP89Gb5pYreO6rhSeTzP30q0PPGvI/3PCLBOUnvjpEOnQirCOm2gzT3vXTKs695Y4YVw28RZ8j5K1n25dz5tYZGOStVFBBxSAXK73SbByNAQFuZmKuqvEfeO4NPpOPVXwrrSRQvIsO7jiRXAa83gqzbPXj43lSVyFy1aJCYxnLDzG0wAoUmgCiAn4DSFQbtaymCOvzlJp8YFx0qUqtGrpWpSq/pzvpcaoBkdtuGcOXMKJyjqysW+wvEt2/ukwb+qqMFmi1WDpTkbBjpk6N27twAmNE2jiR1GmohRwDoDbHcbHgczYqHIswsrkCdXFiEBePLkSXVFTHKf5AiC5be1scCJ7dPUSkopw677pzxgYaFQlUxOEvfgwYNCkpD5E+xpAiiTLHAyB6MiQhH16EiCelIuvy7/9j/mDlsba2TNkhlnvObG1UOQD8YOVEjWtWlTFaGJSNb5zciMLNntRHt2nTogLr0SrMODnRjYTaH63fmXFmrPIayrUFqhVdGsvEnisM7aBluH58Xb7fXwJR6s8/aIhXUmJji6fUHsdXwQcWoYev2ssHVaomRBFVgX4WaCgV0qifJXLJsfr71aAPe9EB6wA11+aSL2c86dlA31ZJrYd3dYD+sAhESHaz0BkyZiur71vX8Bw8aPEh+exYsXw9HREd7e3kk2ZA4Kueq6a9cu4Tr5wIED2Llzp3BCwJc+1WgJo2gTjaCKNtA6duwoDLgS3kmRNtcIuGj/joNLiolTtJUwjB7DGCVgRxFvAjCCMEYea9y4sXCSQAPG1atXF6CP5WdeVNmwtbUVUXIeoW5LpxQ8l9cuWLCgAI/8T/jIfAjZCMYIwhhpT46D1rFjxwr7bLTJxsiBLu+RZeJLhCBPcrZB4+zMO3fu3GLljGqijASe/PglF+lQg2VX9rDGwYfk8IL7KebP1UMpL94X00h1wK1yel5bcpLBLVfL8+TJA6q7cWJetWpV8Yx5H4SntJHHATulKZMKdCjBeyWs433T5l54TKS+/2Vwm3Xx36MVY6XmFu67nmjb2Hg+zlnEhnO3Ez0vft60W5e/hcJBRe9FZzRK59hOYU/P9ZCfRucrXzMjwDq+y/huoTqPToVvBOueHDkog7keTRSr21vGz5D3XXXfqLGUngx/dBS+aXN/kY9OqoC6i9sXIrONwpnVnBHd5WN0OoE31/D57DoZztlYWaBw3hzyf9qwi6LDibSq14jU80h/584dYXtK+v4npx1B75GEDzSqL40DpLTcEmxw3EbbuvT2rg/6Gviv1gAXjKkCSxB986Z6L8zKknWTh3SUYd2dI66wy6JQJ6R0mRQ4x2E/4dxDEyguqcEaGhpg56pRCcDIk3MeyJ0zsxCAiO+pVrpmUlvCs2XLlokyWVla4rC3GwhjkgJad44uhrm5wmuz2/LFQBIObwjppfcEx/ZpDusiwxH92DfJ8id1b//1Y4/OrUXuXDmF5KOv57S4egjywd9/dRTtuXXrKonCuhuzsiJrLgUIWzy5b1z6eLBuaE/F2OPX1j+rPef99U2oUMZZtKvm5c2ShHXbRubHm+318CkBrBsLYxNjmJia4qTPktjr+CDm9FC4/aGQ7CxRIj6sM8b/flVoc1StUhRvfFoJWBfqvx2tf64hysNvly55CdfDOgBRMdFaT8CUJ2O6/PvIvfMYPZWukDMJqSx6PyV8SyoQVPEDqA+pVwNcIdA2qhskcJUvfj5JvdD40eX5NIB79epV4bGNq2i0U0MRf9qhYeTgv0mTJkKtOam7puQgB/r8oBPaEXZ+jgrV9z89rFNpA/QMS9XT6TsS99hKiTfJK+yULZdV0if3TpZgYLPRmjmZqNzjkCjP35u1uw7LkRFgHSWe+Y3QObW3bwTraL/umscmAed6NFYMmD1HTMblpevFvgf796YdJEor+PSN8415eRmhfj4ykDu/bQGyZ7UV7bZLm5/k/VR/jXl5CdEvLuLz+Q0ynLOyMEPubJnl/x+PuyH87kFEPTkroF3U41MQXmMfHEfUo5OKfU/PgfbxJKDH39EvLgHBfvI+6ViCbfj7pD6lWh2jiQr2T0YudqqbTFNliN9yLpIqL+wxDb3Wc8GTjrMuXLgASurog74GdKEG6ESNi9tcgKdnU3VB2cHEtOGdZFh3+/ASZLG1FP1q+/btclI6ZGCfoXCAJjCbtrU4tzIyMsD+dWMTgJEn5z1gHwvr2P9SEujgjn2Zi/LLl8zAkwtr8OmGJyLv7UhwPcKsW74LYW5mLNLMnTwYEV8Sfx+x3ihgwPznzp2r9v2SkjInliY6g8O619e2onCRwjA1NcPapZPjnp8yrGtZGaEe1rLqqGSvjttbc7IjWx6FzbdFE3vHpVeBdT4Y1be9cOLQumldxNz3TnAeYV3FsiXEc29ewTxxWGdji+2jCuDl9nr4GA/WebmPFYIlvJczu5fHXsMHODMEnj0V3yznEgViJesMAHcDhLsZoUfLIuK6tWqXwttdbQWsC7mzDT/XVUjcUbOMUq66EvSwLvZJ3g99odVkL7nJoK4cPxxwDpNmThGdgp5W+UE7ceJEku2f3kgJZfQhY9UA1YQpVZlUoEovV+AI67iSSanDT3pYpzPvnlNPruN/4/7Cjy0bYfbaJSm+rx8HKWDdLO+rSeZRo89hAdF6Ljyb5Hnx38dNRx0V6Sp0OaBRuoZD/xXnD3Y/p9H5ytfLCN5gKf3Mgfq9e/eS6v7/vWPv/ZOHKmkEoehk4tLif9CjocLBxLq/JuDC/FW4sdpTL1WXgjoPv71XBnInN86GXWYb0WbbNKyBT1d2yMckT6/RLy/j4wmFB1hK0dlYmiNbZmt8POaG94cW4v2B+fhyfoOcjpAvqRiifNzPR4C9BIBO+b7C36VKfzl69Ki4T/ZPStvTprAUKNFDcxeU9idc4DlSpOQ9JebXr18v7HBJafRbfQ3oUg3QHA7bvo2NDfbu3av21gjraJKHfWPWqM4yrLt5cDFsrRUaMNQekgLhFce51GChw4nkAhfDqaljZGSII5smJoAiAtblyiIWujV1WhH/moR8dADBe7C2tkKe3HaoUakYRvRpiXM7ZyD6viq0e3TWHZaxHkPHDOyGN0H342cp/6cdSwnWcZ6Y1jBfAev+TVBP/3WJOU3LHxbgg3KlnGFkbIzF04YAQbEgLcgHU4Z0AiU0W7WolCisuz0vJ3LkV5g0WDChl/p6DPLBhL86w8DQEM1+qqEe1vltQqVyCgm3FpUsEoV1Fra22D66IF6tL49Pd73irhfkAy/3MeK7ZGZmjgv7V8QeU0jWLfxDYVfPysocP5a2ROt6BdCjQ2nM75INP1RWlL9lnXz4vKu5gHVvr29G+XKlRRunM0NdMsmgh3Wxr5uXEe+1noQpT8h08XdAyDMcvHsG0xfMEo2f6p38+CRnmJgqqVxd0YeMVQO//fYbJI9Yid354sWLZVhHtV86nPgYGaLvezogWXfu+S3UbvqTeFdwQGhlYw3avEzJu1FyHrHi2I0k03ecqvDs2nKsdk4mus09LeAb1WE1KV+7ScfF+d3mndbofOU8MwKsow1PPnN/f//Euv5/c/83hHUEOYFb1qJvM8UkcePw8bi9YiWCNnkg8pneuUSSoEsZer29gcjHp2WQ5rtmuvD8yvba/udaKqAu/O5+Weot5vUVJSk6D2S2thQT8/cHFwhQp4B1G+V8kwJ1iR1LUo02LDhV+ozkBZL326VLF/j6+orvrmRnkvulSDMjdPpEI/a0MasP+hrQ9RrYtm2bGJMS2NE8j7pAWEeTO+wnc8f8KcO6GwcWw9pKoapHL8tSoNo5bXYTjlMjJblw//59sXhtbGyIEzumxMGMWEmnp5Ssi4V1iUn/JXcNShlRkCK+1CzvydrKDCtn/w9RSlJ2765uQM5sClgysl8XvLh7N9FL8B4lWDdp0qS0h3VR4Yh5knFhHaFercouAqRNHdk9zv5gkA+mDf9DSIq2bF4BoR5WaiXr7i60R65CBUV7njeuR4L2JqAh8xrVQ4DshrUrym1eGSi+99uEyuVdRD4tK1kmAesyY8fYQohabYfoW6virhfkgx2xsM7c3AKXD0uebX0QeXo4Bv6q8DQrfZ8yZTJAJgNDoTZLUMn9PX8wQuTOBgLWvby4HkUdFRJ3FBxRJ0GeaCP+zg/oYV3sA/oSHab1JEx5QqaLv++EPMGh22cwd7nC/gIdINA+mvLKrLr2TRtm7u7u6g7p9+lwDbRu3VrYKEzqFvkC5eoeJes4mGGbopqgLvafjHZPzmUUK2ylq5RHkWKO4kO6+tDWFD3bIq33IE/TXTjzPCjJ9H2WnBUQrdGwf5M8L/6zkNJR1dbvU/LOKSS4R0+18fNK7n9GUIOljVIOnDhJ0anwDWFd+MPzCNzojr/aKSaJ3lNGi//c9/n2sW8m8acNJPsezo15cx20QUdgdnPPcln1tVPzevh8NU6ijiqyBHRSmZmOEnVSpIMJc1MTGdQJWHdx81fBurBbe+TrSdeVt6GpYwuO9nalyQ5tc0m/uSWgoHorpWGSG9fpVL/W34y+BmJrwM/PT9iLZn9o06aNWocQhHW0g81zFk7oJoMLv/2LYGlhJmyEKXtppYQ5bTxTvVYThxDS+SYmRji/e0YczIiFdZJkHTWbKMWW0vDp0yds3bpVwHra0K5fvz7s7RXqkA1ql8YHv43ytT/6eaJQfoVdszEDuiYJ62hHj3ND1g+BZ5pL1ulhHRrVrSrqe3S/DiqwbuaoruK93qJZeYS6q4d1/ovzwt5BAbXmjOkmP3NlEIcgH8yd2B/GxiaoW600ou8rScTFtkvCuioVSolytKxslSSs8xpbBFhtC9ySpOe8Rbl3uI0W5TW3sMT1o+tiy6KAdYN/Q6UD2QAAIABJREFUV6jYmpiZIVtOO2S2MYeZuSkMY0Ed21vfBpYyrHtyZjXsY23x0VSTLgU9rIt9mjEA7nx5ovVELLmJ2n/9+MHbpzHfw1V0RjoHIGi5m8QKC6uTTgcSc4GuS51Hfy+qNUBIS3t2SQUa3uUEgbCOXoJHjhyJL3oHL/+p9871zw9w6eM9XPkUiNshj/E4LFh41JYGa7RdSEck/JDOWb9U63s7+yJIADhNpOWGrjgvzqXarDbv2gHLzol0hHWX3yYP6wa5Kc6nOqw21+G5H1LZq2NS/etbHatVq5Z43pz46FT4hrDuw5VDAs4N+0Vhs27H3yNlWBcScDJxyBNPqkyGPxl0v7L317pVFY5QfqxWRhXUXfdG1JMzqnUa7KeiBps9i43wGjuha1OcWj4cPjP6wHPOULhPHgDX8f/DlMGdMWVQZ4zv2xFDurZOEP/q0hpd2zTAb83rYq/7JAH5wm7sUr2m8jMKeZkqXYmLYnwXK8e8efMKz+2a2NNKlULoM9HXwHdaA8HBwShXrpzoHy4uLnj/PqFtNtp15viWfWjZ1F6ySuD1fQthYW4qYN2xY8fkO6TqKzVHCOuohp5coEQ6zzc1NYbfoYUJ4Mkpr2mwsTYX53ztN5bSRrRdHRYWhjdv3oDma3hftas549319fK1P97wRJGCOcWxMQO6JQnr6ExQclBHJ4JpLdEUk9FhXZAP2jZvIOzJ9evWFjGBsc5CgnwwZ2wPGBsZoUWTcghJBNbdcy2AvEWLimc7e1QX+ZmrwjpvLJkxFCYmpvihcklE31MH6zajSgWF2mmrKtb44mqoIsn3YWEm5M2SCZaZs8BrvINaWLd9uQLWWVha4dbJTUqwbgSGdFF8rx2K5sexmY44NjYz3Ac7YGQHezjmMhTlH9wyOyJ3NQQCvXDn6CpkyWwj5piUINeloId1Sk/zcfgbrSdi2k7c/mvnE9YtWeMuOoVkiDU5I+L0CsrVG33IWDXAFfrkjN/SIxVVAyTJOnoEDouO0Pe7/4ga7NmPd3Hmw13c/KIKuPy/PEXeWBsYXIGWvIMOmzZO62dLz66EaPT2mtz7st9SBURrMU4zRxFSfrQ9x2swJie9xzRj110U51bvczjZMknXkLbBkZ/S9EXAVW2qoc6fPz9Nr5NU5lyh54D/3LlzSZ323zuWAgcTYYFn8P7yQbw9vw/vLuwHodvnW0cRcu80Ip5cQPSrq7KqZVIg7fVxb/WSdZ7uoNRXUml17liwn3DkEHHfF+H+B4Vjh4h7hxEZdBQRgUcRce8IIgL/RfSz8yr1En7fV5Z883YdJ9qotaU5Hvj+I++nxB3zVFdnn06ulCXrctopnFEoQ6+U/q5Wtri4fvjdA2qvK8ry5Xmq9Jd58+aJ+1ZXVnp5//3330EVPl2y75MqFafPJEPUANu9JDVHaTh1dlcpkSZ941bN7ifDjWv76IRBAevoEVUKt27dgp2dnYB1x48fl3YnuqVEOh2vEfz5/7tMzl+CJx4ze8PE2EhI6yXmsTbRzJM4QFV3qsby3RAf1oXc3oKyJRWqkp1aN8HT2+o95RLM0e4l8+DYPj0giR7W+aBLp7YCEnds3xLh93wUbSbIB/Mn9BLPoXnjMonCugdL8qCgo0LieuaIPxK0N9HugrzhMX8sTM3MULlCaYTcTeg9+IPfZlSrpABqraraICQRWGeVNSt8JjklAutGCbhmaWWNgLNbY8vig8gzIzC8RwXRroo75cWHJaYyCPy83Az1K2YXx4b/WhBRuxsJWHfCZxkI/aiS/TUSqEl0mW92SA/rlKr+TcRHrSdi0oRMV7eH/M9i6VoP8dHp16+f6ByPHz9WqrWEP+kZ0MvLS+VA9NuXiLj0L8KP+yDi3EFEXDuJyNsXERlwDVEPbiPqcQCintxD9IuHiHrxCP9n7zzAojj6MC6K0jsq9oa9xWiMmsRETdP0aGJMNSbG3pLP3ntL7IjYey9gwd57AWkKSLejovR68H7PO8cudwccB4KI3jzPsMeW2ZnZmd2Z3/xL+pMHSI96iIyYKGQ8e6SM0U+QEfsUSIwDkuKQkRiHjPgYZDx7jPRHd5F+PwyKiAAoQnyR5n8FabzHretIf3xPLS+a/9AbcIIiFU+SExGdmozkdIXmKTr9n5qejiRFGp6kJCIyOQF3E+MQEv8MAbFReJycqFMaJfkkAhp/f3+tRaBNO67AEdZRpJ/SmunI0Pe7EgDrLsfcgmdcaK7PqvP3SkP4X3zxBd56S+mRqe//BuV6fm7vTMKzf/dqdywhXfvzzLMCov0253y+7qOqBnvlUXie19ILLMFeqz+P5nmulDdpG5FcOOpsOXUs2qGRpALYryglUBxBmuwcP368OG5fdPfMJ6xLCrkgIB1BXV4x2uOwAHkxXscgxTjfE4jxPo6k0It4eHSHgHXDuin71b4Z42TJurR7HrlDHlXprBL+O/3RdQHjkvz2qsG13GzAyeCNcO/2Ofka2qmTPL+OH/CjvJ/nJ3rvUXpo1ayrKF/EqTiYoCdYTkhrVbJHaQ110pxAmOo+c1MTNHKsjq8/bItJg36G335n4Zk2/cHV3J9jvPZxS34a/dGjR9GjRw+YmCiN4avmTfpNUKHq0TI/6evP1ddASa0BwqbevXuLvm1jYwMufmmG2NhYdOjQQZyzceEwGW5c2TcXRkZlxfxI1fGD5GCCWiR5LWDzXhKso/274NMucvqEJhmhrpg18mfhfIIq7YVpFzYbrPPOkqzjfYf80UU4K2jbqgmCPbPXC/OelJSE3377TdQNpQPpLKOoQ4Yi9fW2WRfmhmEDfhew7svOnZAYkOkcJMwNCycPEHOsLzo3Q+JyUxlwqXqDjV5UCq1rKU0izBrxq1p7kwAxt+uXTgNtybVo3hjRN7NL1hHWtXvrDfHsv21ricSlOUvWmdvaYf/0xjnCup3Oo0T/sbQwRdT1TTKsS784HPP+qibSrl+vMqJVYF3UMhs0f1sJCcf1aijDuv0bZqFsOSMxt6SH5Vcp6GGdytNMUOjt1kkTTGlLb7BL1y4XRkmlD9q9e9oHkYQ2qp6R0mOfIvn4DiQf2YKkA2uQ5LYSSXuWIXHHYiRuW4jETf8iYf0sJKydjoTVU5CwchLiXMYh3nks4pxGIj4/0Xms+vku45B8YA3SbmUZec1ABjyfPsS6cB/MD7iCaTfOYbLfWUzyO4vxPqcxzvcMxnDrcxqjxfYURnudxGjvkxjhdULEYdePYqDHEQz0PIK+1w7hr6vuWiPPORZZ9B8xleb8wn9ShSAvm1VUj6aBW8I6quIMGjRIiMz7J+pV0KU+97Jt+WzupjzBjfg7WkFV5+5K21qEdVSF5ySwZ+9eWq953rK27n1UQLTJWz3ydR/JMUWlLvvhF68uJZhTnmbt8RL3afarbt5jVdPwT7gLvnOKIvTv31/UszTh1kXlpijy0bNnT5GPDRs2FEXyxZdmPmGdJFGXF6hTPX7/rBsCDm7Gha0uOOAyFzsXT8faWWOxcFBvTPv9R3R5W7m67D5rggzrKKmXkyTYq7Av47EX0iLOCWk52pGTwNzD85tw5/R63D+3UcTIC1nOHY6vm4lRf32PGX/3hOeexUgJOS5gGK+9tksp/cI+0v6tpojx2CmnyeNUk82x3qLUbdZVsrcWbfyu22xhty58zxyRj8DDK+Dv7pIt3ju7QRyX8q+6pSMLraCO4DBe+6JoQTpFTEwM1q5dC9qXlQzCS+8Obvne1gd9DbxuNUAND7Z/9glV23NSPRDW0WMyz9nuPEKGGxfcpsPIyFCMaVUdSRCOU8qMHmHzWsDmPWhaiIvXlhYmCD2jAevCXDHl7x8ENKMgxP3796VsPfeW6rDDhg0T5WrTsi6eXJdshikh4fghXQVIad6oHvwvnQIy0rLd88GDB3jjDSWweffdd0H7fkUdCOvwOjuYCHPDrFE9xbPp9F5rxN3IlEgLc8OSaYMFrPv80yZIdMkN1hmgTR2l929tsG736tmiDTdq1ACPvHfK7V4CejF+29CutVKFvGs7q1xhnYV9BbjPbg6szm6zTh3WSbBYKVm35S8lUKxfr5KaZN2TpVZo8qbSnt2UgS2RfkApWbdlySgYGJRGnTp18PTp06Juhi80fT2sU6luvYRP9sn48eArcFrtIjqstHqSF6wjtDlw4IBcs2mB1wWgi3cerQ7S8gPhnuPchLXTkHJiJ6BQSsyFJ0RjqOdRrXAtL/hWkON/Xz8ORUbRTNrlyi7GH40aNcoT1tHzlrGxsYB19Dz3559/Ii45IV+gRRWE6H9n77OFUSdUc/WKDxPxhg4wi/fs/EMWrJNWobt264qAxHtF8nwpgefQRanK6uZ3K1/3+Hz0KQHf6nRz1+m6efu9xfkNfjio0/mazyBekVToPZPOWqSJtmSXivZiiiOMGzdO5GXKlCnFcXtxTw7Ozp8/D9oLKrSQH1gX5Yvoq4dkiTq3pbNQwdYGHdu0FLFtiyZo3sARtapWgkN5O1hbmsvPT3qO2rZH5k6WYd2zqwdzBkya0mEl6f8oX1C1VRVqBR1ZiaG/fY1KFWxzrSuhhqZik82gVCn8+lUHxHjsQKKPK1o1UdrmadGwDh5f2qKWPu+V/jBnKcWMR16yCiydTFStqMxD+N5/QY+wMSeWZkuLcJFOI6hWmxZ6Cmm3zwnV3IxID0gRT7x1e3ZxRSsZQJtVNH5P9XkuxP7xxx+i/xRa39EnpK+BElIDdLBC5yuUPOUYVTMQckt2WXe4jJKhxdldU4WdOUI5VQctXLSivToCuIiICM3ksv3PbxYdPVhbmSHs7HI5fUmybvZopWQd7QEXJgyjCjDLzu9O0wbV8fCq5I3TFRlhrhjZ/ysBCRs41oLfuUNARkq2vHOB0NJSaSKA44AXoU6vh3VuWDylvwDCb7/ZCHT0IABamCucZw4V8PizjxvnCutiFpdGu/pKKetpw3+TbTBKEE7aHt80DeZmJqhfzxEPPLeptUueQ1j3zttvivbT9R3rbLAuaI4Z7CwNYW9njgszK+coWbdj6UjRxjgeivJSStbRBt+TC9OwpbcS1jWoXxUxS4xkKcHHThZo2FTpxG72/9oi/UBnkTeXWUNEXqjZQzuTr1LQwzqNpxmS+LBAkzHNydmr8v+JkKtwWrVMwDraNuFLXRdY5+7uLtesItgHCRvnFguoE1J5qyYj+eROZGSqt4YnxKDvtYMvHNYN9TyGtIx0uV5etR/169fPE9bREC0HRJSsq1u3rpggPEp4pu9zL4ka7LXYENAunWdsKG7kM0+f//SteD9Qsu7jj2n8thTef/993E2JKpLnO3P3dQHQvpt8Jt/pSxJ5b/Y6otO18w8oYZ2ucE/z/f8oNaZQu7ubm5sYqLGOOdEeMkQ5SJk+fXqh3kfXxJYuXSqeNyf8xRHOnj0L2t9ifTDSXlCh2PaJDtANrDz1Q/pjbxnUUXLu9qnd6NX1M9jbKNUnpbzpsjUzMUb1CvZo4VgLNTK9m51fMvvVhXVRvkgOOCTDr6dXtmHEn92EPShd6iuncz57vxVcpihNd5Q1NBQSd6ogkL9p8y5Hqbqnfsh4dF0N1lV3ULav0L3zEHNmBRKubobizgUo7l0SUnKUCMwtrQLtjw0tjq6kv6e+Bl67GqBdR8I6LiTnJB1OWEepMb5ndi4fLUOLU9sno1y5MgJWqWqVEIDzXEr4PHr0KM/6pGmhWrVqobydBSLOr5DTl6DJuvkDQU+xbdq00Sm9PG+YeQJVgFeuXCny6lijEu5eWq12782LCH4MUbG8NU7tW5cN1vF6en9l3dEMx4uwV8es62GdK1bPGykcPjZrWBtPvDK9+Ia5wmWO0hHkZx81QvQyC9xdYovQBbYImmuBW3PMxdZ7hiVaNVCOS/4Z+DvSJJt3mV5epXZ3ausMWJqbok7tWrh7NctTsHQ8xm873m2jlPzv9q5NNlh3anJFGJuaoJpNKQRMLZUrrGP7sbe1wjNv5T2ogh1z+Hds6a0czzVqVB0xTlmw7tFiM9RroLSnuG2INXDgEyiC92DSqAGiLXfu3FmoZ+vaD0rCeXpYp/GU7iUXzcRSc/JWUv4/FeYBp+XOArD89NNPoiPkBesoEk0oI4WMhDikuG9AvPOYYgF2VLlV3AmWsiO2Rx+GYrb/RUzzU6rAjvY5heFex/HP9WMY7HkEAzwOo9+1QzqpuOokZXfFHfvu3VLLw6v2D+Gb6oAlp/JRPYCrkBKso2Td7Wg9IC/u94FnXIhO0EpbPr/65TvxfiCs69Kli/jdtm1bxCTHP3famvelSm697gfRts9RnRxEqF7vE3MbVT7fL0DfNxN0c0wxcYuHOL/xT4cKVJbQpMLx7MjB8YQJE8TKKScDHLzfvXsX/fr1E/VdrVq1nLpdke+jrSvmh0a4iyPUq1dP3J/vFg78mBdKG9J+Dp1eFNjOTz5gHYFMnN9JNWAnqbveo7OIYzvg5boW113X5BqDjmxF5IV9Io3QzcsRtNYJXd9rK8rjs2rRKwvr0u5ckEEdVUqb1lMav+ZztLWywOTBP+O66xIhKacK3KgaG3psNU5vnINtC0YLb6w2VlkSi0blyoq6o3Se6nX8neLvrtXRR8YjTzVYV6uK0qvqrd1zxf5Er12FC+c0pSBj1McsxdGv9PfU18DrUAOLFy8WknBGRkYCXmmWWRXW7V45VgZax7dORLmyZcTikCTRzW/0xIkTxXuHJoHonCKv8OzZM2Hnt4qDDe5dWiWnL0GRc7tmwszUCBYWFsIhDNNfvny5GG/zfs8Tdu/eLfJatbItgs8sVbt3xIUVqOxgI5xbLFswNhuso5TfV18pNSqqVq364lQP019zNdhQV2xzmSLmUo51aiPs8hblcwtzxcr/RgiI16FjM0zr0xCNGlVD9dpVUaVqeVSqbIfKVexRqbI9yhkpv419ev2IlKDs9ujY9s7tnAMbK0vUrFENEZeyVKSldhnrtx3vtWsl2k+392yRuLSMLP1GG3knJ5aHsakxqtuVQeC00jnDOqeRYsxWsbwdon0yyxGyG9jbXoZ1jZvUQoyTsZx25EJTODpWQSmD0nAfVhbPDv4qyjC0j5JR/Prrr6A9xlcp6GGdxtOMSo0r0GRMdTL4Kv0+He6JJUudBKyjgWIOnvOCda1atcrmYCIjIRZp/leR4nECqT4XkBZwDYoQH6QF+yAt1E84gkgN9ESqz3mkeJ9D6rUTSLlyBMkX3JFy6ZCIqdeOI+36GaT6XQbPpXMK2qJTBHiImHrzGlL9LomYduMyFDz2IBwZKckaT7lg/9LuVEq6AvFpSmcUtxOiER4fjVuxUQiMfSKif8xj+EZHiugdHQmPqPu4EHUPtxMKV7KmYCUo2qscHR3ztM9x8uRJYReEsM7KygqEOcFPikaV81Xqh0VZliuxQfCOz9vJQl55+LZHFqyTHA7w+dLey+3kx4X+Xt134xa8nuVtb04z3+4BQQK80WEEvcJqHs/p/6EuSu+xBXEwIaVHr8fPG7hyzXewFH/++WcBvj/66COxj6vbxREo2cY8EZq96EDv5FJ9dO/eHdKiEvfRaP7kyZNFHalKe+ucx2f++QIy6Y99EH/zNJ5dOyycRsT6HM8R3kkQT9s2bOsKBK9zEjbrDAxKIXjjMhnWUd22QNJamkDoZfifUnU3DwiYFnZiDSpXyJKQ/PXrTrnafdOEb9L/l3fMh6W5mdwm3m5eH0+vbs8G6zQ9x2rWZ3qkOqxzrFZRpHlzx2wB65J89hTtM4h+tRf3dO6D+hP1NVDENSDBOtpTdnFxyXY3dVg3XgZax7YoYZ29vT1CQkLEdVQDpeM0fn/opT0xMW/ncnTSwPlV1UqEderSbQQjUV4bUb9OZfmdxgUp2sRr1qyZcGDxPMCOaqx0hFHB3gLeh+bJZeN9U4N24sP3mor79u39A9IV6nMpzgUlB1c0fZKe/oI0h/SwDm7r54q5VPXq1RB4Zp0M69bMHy0kRGu3bge7GrXlNiONkTS3PX/8Bkm3Mh1UaEjWXXKbD3s7G1StUgkh59eotQ22j9gb29G+ndKZ3Hft7ZDoXAZYXkqOxyfYwdjECDUrGOHWDEOtsK5ypYqIkdR5NWBd0+Z1ELs0C9Y9XGCC2rUdYGBYFodHmCH03CxRhp7dlUICw4cPfyHq2NleFEW4Qw/rNCo3MT1Fp8mbNAF71bfnIrzERIeqi99//73o+HnBOkp75GT3QaOq9f++YjXQoEEDNbsdORWPNqW4OkhYZ2ZmhtatW8M/Mkzf5/KpclpY7x2f+HBcjA0slPr/9rtu4v3w5ZdfgpGDAr4LuGpcVKqwBakHSX2WsG7ZcV+dyv7r7PMC8HUecUqn83PKV2RqdE5dIl/7qF4jSY4R0LEfMX7zzTeivjnoLo5AlVM+b05aXnR48uSJuDfvT1Ul1gdhMaUkuI/vGw7euD/fEnZPbz43kFE8vI6U8MtIvHUOcX4nBMSjJ1jandMG68K3rRRwrmOLZihXtqwM6ihxF33t8HPnSxNOFdf/inuXBUh7dnU7WjerLz/Lmf/0zAbYJCCnbZt8Yx8ObF4sJqDi+ZuZ4OrmmYi7sA4JV7cI76/0FJtXeWnLjrbqpFi/RiWRN5+tM5Swztc1zzTyuofW4wTF+qCvAX0NFHkNLFy4UHxXtcE6yWbd7hUTZGghwboKFSrIXlAp0TN48GDxruA1BHFSIMiLjo4GF5iuX78Oeo2lAwqqwTo5OaHbl+8i2kfyiOkq3ycjZA8WTf4DdWtVgo21uZDkM89ckCDk0wUISnnQ3Hp7e4tvpbWVKS7umQWEucn35e+hf3wmbIp16vgeYmOeqV1OZxctWyrVID/44IMXB0j0sA4ndlHgwRKVKzvA91imncMwV6xdNA7GJibo2KEJVgyuivatKqNNExu0qmOMlrXK4e2GlmjfphYcalQRbbRH185IDNyV9cxVgJ2nuxMcKpYHpd4CT6nbUhSwjpJ1bZXPv1FtK/zUvQ2+7/6uiD/81AFdP64toHKtyuYInm2kFdZVr1YFsX6ZdvE0YF2zFvUR62wiS9Y9nG+EmjXsUcbIGMfGWuP2pXlICNiFbz5tJ/oxx8kvDByr9Yii+0cP6zTqNiUjrcCTsZwmaCV93+XbvmKSQ1gnTQi5yqQt8AO1ZcsWbafoj72CNcBVPlWPWDkV8cqVK8K+ByfOnERzcu17P0jf54oJ1l2LC0ZhqMDyPfdNV6XNOqpFfP3112IgQMk6Gv4PSXzw0jzj76ecEeCNnmAvPdQNFLf8/bC4pu+iiwUuBx1tKJ7DZiX7DvsMAQSdudDBBPsR4z///CP289iLMPCs2bcjIyPF/elNrzgCFwpYdsJ/qU7GjBkj4CH3cxLWp08fbNy4MX+DuGfPD+u0AZmMJz7IKSLKF/fdNwtA165JQ5ibGKvDOo9XB9ZJTiWoqspnxdj3hy45grpE7z1ICTyC1KBjSAk4KBw50Jtr8o39QjqPTh0k23ELZ46S03Os7oAHR52RcGkDCPMyonzzBG3pkeqwrlFt5eTGc9NUJazz25tnGtqefd7HbhRHV9LfU18Dr10N8FvKRTB+J5YtW5at/JzzSLBupxqsmyDUYB0cHGRHEoR1AwcqbWXSZq8E67h/3bp1Am7Rviq/5YzW1tbg9Rw/Txr+M+JuZDoLUIEmBCPpIXvwyHMd/E4vh5/3OfT7U6nJ8FmXTxAfn7eqbbZCZe64ffu2kNAyNSmH45unqMO6UFcsn9lX2MujTWpNQQ2W7bvvlPmgpkxeZnByy0O+9+thHTwOLICdjQUqVrCHp/sSJWwLc8X6JRMFrPv0g7qIdTZFrFNZxCwpg+hFpRG9yAAxi8sg0skSn3dRevD99rMOiPfP9Car0eb8jq9E1SqVYWdjCb+jTmpALy3YFfOmDIVFJjSm9L9B6dLqMdMkSZ0aNgiZa6oV1tWqWUNI6rGtQwPWNX6zEa79Ww3e083hOakcjo21QuXKNjA0McPJSeVx5/J/iL65Gx990Eb0402bNuF5pE3z3R5fwAV6WKdRyXrJOnWVRM+7/jKso7QCP2h5TQYp8ZGTkVaNqtb/+4rVANWfr127prVUXE3kR50Tam47deqE67f9CwxASjoML+78X40Lgl9C/lVJc8r3N12V0l0Edaqw7klUFPwT774Uz9gn9jbqdHUX4O3dAcd0ytOp26HifEriOR3VTRIvp/rhvmdpBfNQReBZvXp1AR+o2vnvv//KUIp9iWo8ksRdeHjRepHMrYOvWbMGtH9THEFSfSUclmAdt6wn2lAlAKJ3PkqH58vxxNMbRQxk/HJN/8HhbQLQtaznCDtLi1cS1hGa0YNq5IXNMDc1Fs+pdbN6iPXcqQbrkv32QXH3kgCbeUMuZZ2mP7iKAT99LgO737t+JKepm2TdNVmqjtJ1TepUFWldXT9FCetu7Mv12emaxzzPw/PZoyqOvqi/p74GSloNODs7C0lcmpEguNMMNOXRvn170f93LJ8oQ4ujWyYIkFWlShUhHcfr0tLSMHToUHFuu3btZFhHrRI6PpIWJHLaGhmVhfu6cXL6AlxoABRKuykiDmD8YKUmQ/t3muJZ1B3NLOv8PzUfCA/pwGL/6nHZYJ3r8lHCXh5t0t28eTNbuvRAT5VclocS7Cx/kQc9rIP3ocUob2sFe1trXHadL7eZDc5TYGJqik/er4OEZVmqo7QhJ8VEF1N0/ba1eGZdOrVF3M3t8vWqbe7W2Q2oWbMGaAf2+qFMIJjZHhUhrli/cBTs7JRtuqyhASyNS8HK1ADW5oawMS8LM+My4h71HCsgbJ6FVljn6Fgb8Td3KvOhAeuMzcxQtVp5OJQ3RwXrcqhgawrDsoYoZ26JM9Mq4+7leYi8vh2tW7UQ47xDhw4VeRN80TfQwzqNGo9TJOk0gcttMvaq7b9xN0iGdfTwSAm7vAIla1avXq12Gm2gRj1NQmBQFK5rBNXLAAAgAElEQVRef4DQ8GikpWXZN0iOjER8aGj2GBKCWH9/EWP8/BDt5YXYGzeQ/PAh0lUNSKamCPt0irvBkGL6w9tIf3QXGTFRyEiMFxHJiUBaSlZUy2X2fzIUaeA10vXSFkkJQKZ32exXSXsykKFIREbaU6Sn3Ed6UijSE0OgSLiF9PgbUMT7QBHnBUXsVShiLoiYFnMWaU+PIvXRLqRGbkLag9VIub8UKfedkPb0IP0gSYm/dFsOTC5duqQ1XxS5l2Bdw4YN8e2338Ij7Ia+zxWTZF1ociQCEgoHpH2dCesogStJ4RKePHwc+dI83zXnb8rgbcJmD53yNWuPl3zN6TuhOl2T23fgYYq6GonWzpJ5kCuEHTt2FIMeOlCgcWlVICX95oSBA+YzZ87okuwrdU7fvn1F2X/77bdsdUOQ2a1bN1ktkt8xnScU+bRZlyd8yYeNuIdHtwtA17hmdVSys1WHda+IGiztxlGldelEpRc3tt9tC0bJUI3HUoNP5AvSSc9AEXEWcdd3o22LhqJtMO2L2+aJtFP8D+YJ2gj7JBVYbpvXU8Lyi2smiv20syfdq8i2GYpC76eUhuE7g7aqSkKgOtPzqPmVhDLq81i8NbB582Yxt6EZCTpw0gyqNut2rpwigw2qwRJyEWTR0RMD2+u4cePEO4f23OLjlQt0kr1mvoe4sMZ50rBhQzF57FAsmD0WKxeOw/FtsxCfi2SdKkThb9cVNMxfCo61q+BOeHaIplmG3P6nA4waNWoIyLFrxdhssO7Q+vGwtDBBpUqVwPG7ZqCtPkrdsVwc09MsRZEHPayD33FnVKxgBxtrC+EIQmofG12mwcTUDB+/XztXWJfqUg79vlE6cer0TgvE3shUP9UAw/QA27BebVhamuOcqzqs4/3oDfb9d98Wz77Tm7Y4/ndpnB1RGudHl8X5MWXx3w9GKFvGAA0bVEHEQmutsK5B/XpI8M9Uxw3ZjQy39lj9p3IBj20rp2hkaY3zs2vg3uV5uHtlE5o0biC8El/MYx5a5O2zCG6gh3UalRqtSHiuyVhuk7SSuj/wQZgM6zhh5ApMXoHSCytWrJBPi3yUAPej4Vi53hfT/72EKXMuYdaCK3A/Eo7UFAUijxxB8Lx58J8wAX4jR8Lvn3/gM2QIvAcNgs+gQfDq3x/X+/SBZ+/e8PzjDxH9hg9HxNq1IOQjQEs+uhUJqyZneZul51nnsYh3GYeE5eORsGIS4nk8t7h6ChLWTpdj4uppiF8xUXktr5fisnFIWDZOeWz1FCTtX430e0rDslKBFdFnkRw+GUkhw5EUPAxJQYOReGsAEm/1RULgn0gM+K3AMfnhJuk2L92WBmbPnTunNV++vr5C7J+TBRrfZVvxCPHT97ligHU34m/D/dQR9PjtZ/w0sBcu3X8+aPrl10qvYF27dhUQlh/Xd955B1SRfFnefz3nKm3PUQX2zG3dwNt7A4/lSxJPW1kjkh9r7R85HRw9erQYqFAybNCgQdlglATrCMtZ53n1wZzu8aL3cTWf0oK03cPBvoeHh5DKPXbsGOgxWtfI8ynN27t3b1F2epeW6kNzSztCkhoxJT91Anb59AZbmNAm8thOAegcq1RCTYeKarCO9u4K817FlVZaxFkBz77v/J54fibGRojxyJKqo8prQfNG6TnCvluHV8DEqJxI/8fPP5BBoKQum1v6mrCuZcNaIo2zK8crYV3AC3gG6YUrpULbWG+++aYoB7cveyD4aNKkiQAJNJlBqafHj/P/Dn3Zy6nPX/HWAB03SVJv9CSpGWhnTvq+7lw5XYZ1J7dPRrlyhkKNNSIiQr6MTioI5LiAJkE8eiaXoBa/5WvXrkVa3G0obh9Eetg+ZITtzQbKJACT09b70AIYG5dFJQd7hAT5yvfO7w+C8MaNG4t3wmbn0dnycHjDBBnW+fj4ZEue8P/3338X1xsbGwt75Vy0p9kOnb6x2VLUYYce1iHg1ApUqVwRVhZmOL11htwmNyxXwjptknUZy0ph8pelxTNr37oxov1yVr1+fH0jWjSuLeyL79vwn3wPqT3G3diBju8rx50/dKqEJDqYUJHg2z+kDIwMDdC0aQ3cWWKnFdY1btwIiQFZsC7N7QP8/WNdkcdKDjb44N166PRBI3zUqRnefrMaDMsYwMTGDpfmOeL+5XkIv7AWdWvXgJmZOW7cfPXsvephncZ7ISpN7w1WdbIZHBkhwzqKgXMFKa9AqRqqRDGkp2fA/Ugo5i/1EJCOoE6Ki1y8EHztFnz/+UeGcBKM02XrP3kyHuzfj7TA60hYPTUL1DmNfKG/E3c7I+OZcgCZkfoYiQG9Cgzj8gJ5ySEj8qr+Yjv+ySef5LlaTxU02ujgRJrOB2gc91qgz0sDc1Tb/qv+e8Ox3bJNL0Ke73/9ESGJDwv8LD77XKlyRikmAjumyXdGSGThqNk+7/NQVYH9cuxpncq52ytQlqqbtee6Ttdoy2dQ4v189c89e/bI6q102qEJoFT///vvv4V0AFVC//rrLxGpljJy5Eix0j9r1izMnTtXeLuj5PP27dtF5D1U4di+ffvkYzRnwIkHI41wM42pU6eKNOnxjvchKKPdGkaaQPjwww9BlXganq5Tpw5q164tJkI2NjZyWdg2iiLSVINqnWj+nj59usgP7836lOwJ5fpQogMLDItyg0C67o88vksAumoV7FGvamV1WHflBYCifEgB6lomzfMke3U1qyo9rdJzq+Q8QtiWe+xd4PrPeHRdTqvPD51Fe3Owt5H3Ke5e1Jo2pf5UJeveaqT0rHfSZYzYn3LrBdgNVKTk2jTze4D9nA5gpH5Hm44ve+BkX5IYlvJNVcUuXbrAzc2t6GDAy14x+vwVag3Q1lrNmkpJI9o9pX051aAqWbfFebIMLc7tnipgnao3WF5HlVdKwVM9lCCQgRJ20riItl19va8A90/IaUkARNftncsrYGtjhvL2trh106PAWjcpKSl46y2lR881C/7OBuuOZMI69sOcTEgQqC9YsEB+r9BMByOl7Pz8/FSrsfB+62Edgs+tQY3qVWFpboqTW6bJ7Wj98ulCsu6TD+rmKllHWDf9OxPxzNq2aoKnvjlL1j313oI2LRuLceWOFdOAsCynJ2yncTd3oNMH74h0enxYGUnOhmqwbt+gUihnWAqfvmGMOKeyWmFds2ZNkRSY6ZU2ZA8S9nZB/2+U0ux/damAFBdDpC9XxttzDFHR2hBmdhVwdVEjAetCzqxEzWoOsLaxwe07SinXwmtwxZ+SHtZpPIPHqTHPPSHTNlkracfCH9+TYR2lZBwdHTVqLPu/nDBJNuuSkxVwPRCMmfOuyJBOgnUEeKGXbhQI1BHm3Rw3DvddXZEWcA0JLuNfKKCLVwGCCRvnQnH7lqiIjNQHSPDvWXSwLmJO9gp/Sfbwg091Am2BgyJO2jmJporkL7/8Ao+b3vo+94Il6/ZeOybExTnx4eCUEyGqbAQ9iijws/jss89EOoQ20qCU0paeDwvH2+zzvjvP31fannPosg9brwboVM5vJpwWsM7xO3d4PAnX6Rpt+aTKsa6B9h3pMZnPhtIlVOfUhE+a/w8bNkycL01sS+qWnlz5npAiAb+lpaWQjONEh973GMuXLy8ABCdLNA7+ww8/5FlHnFhQSod1Q5uZWlXsYm5pBTqa8Kkw/488qYR1FW2s0aRWDTVYF3XpBahgvgBYl+zvLlRVDcsoV/m7d2kvwzQ6jnje+qSqKuHf9oVK6VQ+87ATa8S+1JATWtNPv3dZDda1beYo2swRp5GZsC4fUn9Rvsh45IWM/MJHRbKur4tczyNokCRPpffBp59+Ck7SS0KgRBLV3Nn/pfxLW6rm0SwAJXX1QV8DmjXANn78+HFhS5WS3IRwORme5zHpm8BvCp0uqAbarONYhu1u5fxRyMhUF7y0dyaMjAzFAnRgYKB8ycOHD8U3m+dzcYt2vnlf2lDlPiMjY/h7HgHC98mQRVdIJ50X7bsRDhWsYW9rg8tH3KBIKZiTCQJxenJlvpbOGqwO68LcIEnWUVCDknUJCQmIiooS3m+p2stFPOl6psExJSUHaTKJC4JFEvSwDmEX16N2LUqSmWH3mjlyO1q3fDqMTc3QuUM9JCzL8qCqKvGW4VIKc361Q6lSBmjWpBEeeuQsWUc1107tWwtvwesXZpe6JKz7sEMmrPuoSnZYN1AJ6zo2t0a0k4lWWNe8eTMZ1qWHuiHg0Bj88Ym9WOAd0r0OFC6lZRB4d7YBKlqVhnl5B3gubYYHl+ch6KQLqlS0Q4UKFfH0WXSRNLviTFQP6zRqPzIl+rknZNomayXt2O0n92VYR7XFpk2batRY9n8pYbV161b5wMmzd7B8rU82WOd2MBiK5BQETpsmgJ13v37wHjgQXv36qam85iRld713bwQvXIiEsDBhky5x24Jig3XJbiuQEZ/lITftyX4kBo9AYvBQJAUPETExaFCmKuwAoRabFDQESSH/IDlkJJJCxyApbCySwiZqxLFICh0t0qEabXL4FGQk6z7Zlx/AC/rBQc6IEdol/4KCgoQqNSED1Qp69uyJq37PL7FU0vpVced3ptN/YnBGGEK4RpUNDsZ8o3XzjqqZ/+DEB0JSiYM1pkfpOv7+5PPO8Hhy66V4p16ODEe1Lw9gwUHd4PB+/yAQ7NGxxMi1VwulDDGKRJ16I+3IVKtWTdQhoRQl4jTBXE7/E5hysEyVHj5Pqt1whZveUqVYr149aEaeQ0k4qsbRIQM90/Fdz/8pJcctYS6BPBdtGClBN2DAABGHDBmC/v37CyhAT3j8TZVd/qaxbUr3URKPtnwYKeE2Y8YM/Pfff2Kwz7LQdIJmpPHq9evXC8m+nMqruk8XmKl6fvfu3cWkgiqxuTpNignWCnR0gUn09poe6ZWvqHjgichjOxCycRmszMxAJxOhm5fLMeri/ufOly55L9JzhHMJV/gfdBHtnO+LQb98KcM6enZ93vunBh8X6Z3bPFe+h/deJyWsywMGKjRg3dtNlbDuKGHdKWckXNmMZF83Ob+UBBReaemZVjX67ZPPIThMCTgEqtjqVLbngHWUeKH3SUq5sG6lSNMTycnPDwF1epEV4kmUgnV1dRVAnnZvpfJwS5h/5MiRQrzby5sUARTNB2hKf+WUYwIiqg3rAmZZv2fPngXh7qsSCOrYNijhxm8XTSGwT3h6eoKqrRK44/uf3zK2JZ6raaCeCzrSmGb6uL4gTCA0u+6+AMZG5YQUnarUGfsXTTIwPYJxwj6Gw4cPKx1ZGBrC98QKdTCmYS9MgnK5bZP8d6BaZXtUqmCPMzu3If5J/qT2pWfM9wTt5zGv08YPQZT3VoSec8Ylt1nYu2osRvT9GibGyjLS3iuhJb3Rc4GMi2q8TjVy3EJQR8nCnTt3Srcp3K0e1iHi8iY41qkFMzNT7F49MwvWrZwJOmT4tAMl63KDdQaY/xdtHBugXr26uH1po3y9anuLD9iFr7p8iLKGhnCaOiBbe1WFdT9qgXVd3jBCgpNhHrCuOZIC94h8sH/d3D8CP79jJOYmI/98AwqXLBXbO7NLobyFAcrbmSNsYQUB67yPrkSF8naoUaMm4hJ0G2cXbqMs2tT0sE6jfh+kPC2USZnmZLak/n/36UMxSeSLl5M2SuHkFWjbTvUlnZSkwDWvSGzfE4gtuwJw9GQEwiKyBgSKxEREe3jg2ZUravHx6dN4dPQoIt3dcW/HDtzduBFhy5cjfPVqPL16Fakqq6npMVFIuXgQyce3I+XcPqRccEfy2X1IPr8fqfz/7F6knNqDlFO7lfHEDqQwSv+f2o1kEfcg+eRucX7yyV1IPrYNyUe3IfHgBiQf3oSUI5uRfGwrkg5tEvbqkk7vQcazRzlUSQaQTucSUUhPuo30xFtQxHkrHUrQqUROMeEmFAn+wglFelI40pPvIiP1IahaC0XBVs1yyFiR7eKkYNSoUVrT5yo5oR4nzVzJ5IDmgnfhgJCS2sdeZL5vJNyGR2wwVu3aKAZYHFhx8kZbI3b2dgUGa6FJD2U7dYR1jBzAfdn9W/jGPr9EWmHVkVe07pKDP04/J0Bdve4HceXR85fhfspTrX1DOsjBM2EZ64+D3vHjx+sE6lRBlP73Ep3qjBCRRsW5wJSjdE5siG5QRUMKLeOJL5JCLiDW+zieXjlYoHjbdT2C1jrBwtQEreo5ImSjM8K2KIHdqwDrJDXVw6umypO9qUN/lcFWWsS5AtW9KgRLCzst0jurAuuu7V4o9qXc0i4Zl/5AXQ22VSOlzbpjTiPw7NA8xF1YJ+dVUt3VdUvIl/7QI+/yPYcarAQfpIk0J9a0x7Vt2zYh8bJ8+XJZxV1SdeeWMENSkc9pS/VTVbX55/lNeJHTPVTzk9PvpUuXCvj/3nvvicUJltHBwUEY95feo6/qlnY6aWOMNsHyCgR1XGiht1MJTOV2zYEDBwR8Yd3mdW5uabxM+ykdR1MrUvuXtlyY5IIW1TqpTj1p0iTQ9AMdS1AijJGLY6p1QOkzjm2ZxuA/v0NasBIq3Di6WNhz4zWqz4PXsh/xfJqCkDy0Uy2UC2mlSxvg4IYJOQISVVii7XdywA441nRAzWqVcGn/HqTEZx9fMB+EsJSEo71KenOlii7LS5t5s2fPBhfa6GCCeSXYtLWxAr3SlilTWjiwkOotpy3LXd7eCu1aNUG5skqPsATp0oLhhQsXiqZJpKch/d7Z56o/bXVbEo7duboF9erWgYmJKTY4Z6nBblz7L0zMzfFx+9wdTGS4GGDJYNqDMxDeXsPOr82xLlOD3dDzx69RpnRpzBz1R86wLlMNVhus+/atskheaoCMNVZIu7km615hbtjhREcpBnjjjeZIupUJ60Jc4bdnMD5tW1EcmzSkLdKXa8K6UqhuWwpPFxjg4ZV5uOS+CrZ2dmjQqDESkkreYlReHUUP6zRq6F5KlB7Wqajk3XsWKSY9nMxTsuL999/XqLHs/3IAxRVQfXi9aoCDEsI3bYEDBgnW0Z4ZbV6d876s73Mqfa6wwFRO6VyICYBnXCj84iLER1CCdRxgWVpb4eL9gjn7oC02qjRzQEdQRwDI378M+KNEPttjoSGo/Nl+Aeum7nh+yc/AhHtQZGR5v9bWRwjrqNLJyAmCHrzpBt4KUk/Lli0TdhXZVvv165f9scSG5g1UNECd4qEXoj2OFAjQqYK9O3s3CFhnY26OZrVriN/B65cK6bon5/flO1+qEOtl+J3+8JqAXaoqqk4T+ssALO3288O6lKBjIr3N/40Q7yM+5/tnN4p9PKatHjRhXYv6ygnt8UXDEH14PuIvrpfzqguke3h+Ey7vmI94r93iutRbOqj5phdcVbVuXaVxbpb5dYhUk30dAiWICV4lUzPayuzv7y8knGhHWvJKmtv5tDPNdkKJZ36DSnpYuXKlDHLNzExga2MhQJxmX+BijSQJJh2j7VUCLS8vL6ESSym8+fPni/r5vmsXJAS5AuFuCDq9DBXLW4mxFKG1arh8+bLYTzgn2W67d++ekGrnfZyn91HaAAvfC9w7DtDBRKgrMkL3ICNkD9IZg3cjOXAbYm9sRpT3Bjy8thZ3Lq1G6LkVuHFsCRo4VkaNqhWwcsFU7Nq5TQBC5pNOqf744w+h7cBFcUrCcTGdMI5mJFheAjWWncBNKndOW3qc5X7Cu8oO9mjRpC66fd4BY//uiT0rJyLghBOuHZgLC3Ol506qpnO+yPcPx/tFEdIzMpAS6Z0FffIplVgSYFxeebznsQ0N6teFsYkJ1i7OsqO4edNCmFpY4sN21RHvbCSrjqqrwRpg+UguCBugcmUH3Dq1Iue6DHPD8D5dYVC6NAb2+a3AsK77uxZIcTZA2hpbPL25PeteKrCuRYs3kJwJ6xCyGw92f4tWbzdAaQMDbBxkAwJGqQxKybpSqFHeEE8XlBaw7ty+5bC2sUXzFi2RmFzw72ZRtNfCSFMP6zRq8U7KkxI5ucxpYl4Y++5HPxKTRb7YqR5F1ae8Am2R8UOnD69XDdBuBVfrtYVHjx6JAQwHFAS/hHsnvC7o+9wLgHXX40JxJTZI1DU9wZYuU0aoWhKsUaXB1MwM5+7opiKq+W4JTLyHPn36iEGdqmTdgHF/l8hnO3mrhwB1b/Y6Ajqm0Cxvfv+neQVdg7u7u5iMcXBdEAClv0Z3uEe1fU5YOBmZMmVK9kcUG6YV6OQEe+L9TmoFdaFUbz26HdxK8eH5fWrXPLl0AD6bnHFlyWyUt7JEw+pVBayjpB1VY5+c25vvfOWU1+Lcl/HIU0CrgyuzJOv+HfmnDMDozfV58kf146RMNdWJA38Uz5ie8ySwlpqHmq2mN9hmdZXGrg/NH4Lpfb7CkB87o1e3j0E7e192fBsd2zRHqyZ10dixBugwQzVWtLcW9xftbPDPIg+0p5dn+Z4D1m3atEmGFZRc4GLrt99+KybwHMflFakeLr3Lc9rSA6TkyKYgW6rKU7JVNU6ePFk4saEjG1VnNqrn8DfzRvAgwQX+3r17d/b++wruoeQbF3Io/ZVXICyhB2yOyTn20hbYXlifNFeQq1kAbQm8RMfS09MweLBSrZVlatKwBk5um46Ni4Zg/OBu6PHVO2jVrA4qVbQWHlUp6Sa1JW4JsFhvlNak+QiafZA8pjZoUA+TR/6MxVP+wOzRv8LOxlxcy/EPpUD5fPgNpgMXflsIrmhLllJslOKT1NI7vNMIU/73PaaO/hPTJo3ChH9+wvC+X2LAb5+i53cd8P1n7+CLTm/ho/ZN8d7bDdC6RR280bgGGjpWQe3qFVHFwU5Is9Hep6WFmbBdRogrATj2edUyqf5meXkdPdlampvAytJUSNFZWpiiQ7sm6P5FWwz4tQsmDfsJTtP7YMo/P2DisO7wPrwIDz02IMF/JxQhmc4Gwtxwee8smJoqPW5z0Z51x/qKjIwsklaRkQGkPvIFQpWSWHmBrVfx+H3PTFhnbII1iyfJAGzbdmeYWlqh49tVEL+0nAy4JNDFLcHX2sltBayzs7XBzaNL5evV6irMDdNG9BKwrke3z3KEdZKDCW2SdT91tEeKc2mkrrFF1M0dWfcirFs6UgA5fp/UYN2OLmjerDpKly6DfX+byuWgOqz/TFPYWZRB7UomeLawjIB1Z9yWwcraFq3btENSSuF6US+SRpzPRPWwTqPCIpIfP/fELL8TuZf5/IexT8SHhy9+itNzxSmvQNFzPazLq5ZeveNcvd24caPWgtE4LQcN06ZNA9Wlufrn7ntG3+deAKwLTX4I7/hw+MXfhn/cbTEglSTrOIAsZ2SEEyEFV0nu9Ucv8Ww5sZPsu4yaM6lEPtte/15Ata/2g95gC+P9HKdI0tovpIOUapAG1Xzf6sGb7uAtv3XFiZNktL5ixYo522qKi8gbqGhI1j3LVHtdNnk4mtV3RFWHCrC2NEe5smXlZys9Y122hmXKoLZDRRnWhW5chsdn3fKdrzzBkEY5ivz8KB8k+rgKhw9SPag6mEgLez6bdZTMk8Bct0+UDkXea9VY3qe4d0lrHWZEXlNzMNG4Nm38lMKUP78o0HPktbZWFji6ZrrIQ0qgdjVcUf/pzzfpoHQPJV2k+qVnZnqFLamBRvy5yCeVhyCEgK8k2uAr6DM4ePCgkI4aMWKkUNVUVddkmgRtfMaUFOYCBKXmKeXk7e2dTWKOEnS0fcct1SMJAak+TbXPkhziou/h04+yVGAtLYzhd3SRgA10DpEcuAMPrq2Dx/5/sXPZcEz6uzu++KilUP9k2xIwy7BM7mqgBqXEojPPkyTPOEfSjFI75VY6prqvMH4zXUq9lTUsA6NyhsK+nKWFCextLVDZwUaoyhJMfvx+M/zwVTsM+LUzJgz9Houn9sJWp2E4unEyFk7uJcDdm01rI+jMMiQFbhfSfRK4kaT9pP/VtmFucFs1Rtyf5aFgB2Enx5R0SFEUgbAu7fFrDuuEZF09GEuwLtNT6y7XVTCztsb7b1ZQemB1KSWDrixgZ4DDk7j4ZAALM1N4H1yYBdBUpRTDXOE8dxTKlDHEx++3LjCs+61zVaQuKyNg3RNNWOc8UrSXN99Uh3V3t3yMRnXLo3TZcjg8rrwoQ+wyMzj/0wht2zZAmbJl4VjNAs8WGQpYd2rPUlha2+Dd9zsgJVVRFM2uWNPUwzqN6g9PflQok7PCmOC9DGkQ1i1atEgMjmizThdYR7t2+/fv16hZ/b+veg3QWQTVyrQFDiw5uKAHN3pi7NX7D+zzOaXvc0UI63ziw+EZHyLqmKDOLz4CYbH3xQqsBOtq1qyJ0mVKY8eVQwV+Fp0+/FB8dCmplwXrJhY4veJ8/7mc8MOqMwVTCc4p37qqwEqqa9WrV8e8efPyBesI+qiKTIcOkiMHaUuHDjNnzhSR73NG2jFavXq1sF1DqYodO3YIw9onTpzAqVOnQE9vNNpOST/aqaIdUtq7ogQLJ4yc3PEaOoXQFZTxvnPmzBGRwJ7AjO8CSiEwr//88w/+/vtvUQbu52STKj0//fQTevTokWOkB1iq+tCZha75oB1ASTKHBsVZ3hxDAWBdtKdSBXZ0H6Va+PNOyAjr6BGWUnXB65wQutkFj0+7agVNRQ7aCgnsSd5am9arKcYYNlbmwjssIRudNDxPOVICD8lgrkaVCiL9AT99Lu+j5J229GlTLvbMCjnWr6mEXicXD8O8Qd0w9KcuQrKu5zcfouvH78jSde+2bIz3WzfFR++0EPt/+aqjcJyxYe7/8PTqdvn+6fevaL2/yJuOqvM5tt3MnfQqTW/Squ2QC6olySEDxw2Uxqf6nlQOLvbRYdXrEu7fv4+9e/eK97WDQyW8/0EnzJ07T0hs+fr6ytVAZwaSZ3bjcoYwKmsAM5NyQrpu165darbYNm/eLL4ZfMeyfunMiFJgJR1+Pr7ri/faNFIDaZP+7oGI8yugCN6tDiYIOcLc4H98CQk6GMMAACAASURBVKpUoofMUqhfpxJmjPwR/X75BJ992AKEWNWr2MPO1kos8NADJ9uikVE5Acho481YLZYTAI1pEaTRQYNw0mBiBNNcopmpEawsTGBrbYbydhZC6q96ZXvUrVkJzRtWQ5sWNdCxbR181qEeun32hpC+6/PTpxj255eYOPR7/Df+V6yY0we7XUbg+KbJuOI2B/4nFuHelTV46r0JCTe3IS14lxK4hLmpgZc7l1aiQ7vG+OvHjxDrl7NnUAI6gs40qube2oln3hsRfMYZ7uvHocdXysUQqW/y20pbeEUpWad43WGd53Y0bKCEdasXTVSqVIe6wvXABljY2uGdxhaIXZxl5y0L1CnhnddkQ5Q2NISJiTHO7Vmk3ickYBfmir3rZgiI3/KNxkgLUfdeTAcTukjW/flNHaQuM0Tqals8vqEuWbfTeZQS1rV8E8m3MqU1Q3bj9sZOqFfVHIbGJjg6wxHHJlXCR20qoayKU5P6tWwRvbisgHUndi2BpZU1Puj0MVLTSr4av/xCz/yhh3UaNRKS9LBETi5zmiAWxr5H8U9lWw30pkRvQHkFQj09rMurll6941QDWLBgQZ4F42o4J+dsS7/30cO6wuinuaVxI/EOrsUpQZ3qOZ5RQShnVE5Wg3V0dBQQdd2p3QV6/11/GoyWrVqKjzphXdeuXcWg93/TxxYoPdW8lvTftxJ199LGfsEBL1emOdjVFT4R7Gl6SJQGzgXdEmLRW3BhREnVtKB50eU65leX+qIdQKrpME3mS6s0cFx43kBFA1zRsYRke45qrld2rMCxNQuwc9E0rJ4xGvPHDMakgb1AmDfk1+/Qr8c3+O3rzvj928/E/yN7/4yZ//TF4uEDsGXMMLSsW0eoOwVnqsDSK2zkid35zpc2MFVcxyQHECN7K71H85nQhp0kEZcXUMst37SHR6k9puO+fLJ41kzb1Wm82KeLVJsmrKtb3UGkc85llLrNOhWPsFK+tW2T/fYhL6k+uVx5fk11O4GSU5S2osdn1b5E9b4zZ87olkgxnkW4LuWbkEQXhwnFmN1CvzUl3egAgVJLpibGMC5XTmwr2ZnDysJcOA6RVFd57pAhQ2FYxgCjPzfDxj9KY3UvE3R+q7JwXCQBlPT0DPz4449CDdLSzAQmxozGcKxTR6hz6uJtttALWkgJpifcw9Et0/D79x+gioOtaDuUgqtfpzJcZv2FSI+1SCeQILTKBBMhp5ehZrXy4ty2LeshKXCnOE7ARdD1xGsDbp5cjitH1+HUMTccdN+N3etmYpvzMOxePgL7V43H/tXKuM1pOBrVqyrS+qzTmzi4fiKObZqCE5un4tTWadnjtuk4u3MmruydC98jCxB0xgl3r6wQkC3Wbwvib2xCov9mpARuQ2rQFihCtgmbeaC9u/BM8KYB4KRy6bpN9N+OZJZZAjURbsiI2AcCmfALK3Bi61SsmNUfI/p9iW8/bYMWTWoK6b2yZZVmJNg/uRBPZxUEv0UJfDMoQfqaw7pHPrvQpEkjlDMyxrJ/R8uwbt/RbbCuWAmtHcshZlGWnTdNWHdjpjmMzMxRtpwR9qydk/XcpeefuT2/ay4sLMxRu04dRN9QB91Kb7BKUNvjw0pIcjZUk+LbN7AUyhmWQu+u9ZDqooR1jzRg3a5lo8U4jN+mZNqCJBQOcYXHmh9Qu2I5lClnhC4dHWFrZyHaF9sZ99GOXkPHCoheUk7AumM7FsHC0gofftIFinS2kFcr6GGdxvOkofSSPjkszPw/SYzGv//+Kz46lJij17y8AjtdTrAuOUWBu/fj8OhJIijGLAeFAhnxMciIiwZSkoC0VPnQy/wjIy0NafHxSIuNVcboaKQ8eYKUqCjxf3pSEtJTUpChyC6SGxuXAv9bUbh09QFOnbuN46dv48jJCOw7GIIdboFwOxCM0PAsj7kvcz1IeaNkC6Vm8gqcKA8fPly0pZ79/sQh//P6PlcEknVUefWNz9n7qceTWzA2NUH1GtWFMwhKdHGgtdJ9S4GexekwDzRo2FBIK6lK1vUdObhA6RXmO6y406K0tq6BauKSbRyuTlMiThcARZUnaTLLVX9tgI1Se1SHK6xIqR2+83WJdD6kaiuLktqq9rB+++032Q4W3yeatqpy+p+ShFLZOUnQVl+U3JOkcwhE8zTSHpd/m3UELUnB5/H06iEZ2knwTtfts2uH8PDYdiFJ16mF0jPwzbWLhXMJwroHR7e/ErAu/d4lAc+uuy6Rn2GHNs1lWIco3wKVM9nfXaTx+NJWNKitnDTXrFIRsZ47xX7F7fN5psu8qUrW1amqlM67tG4SYk46I8nXFWnhZ5AaclLOryqko2QgpftSQ05AEXEWinuXQQ+4MojTgLzZ99/U9bWRr/Po9ZM2zKQ+wy0lZ1/m0KFDB5FfLioVlWrdy1x+wlaOrerUqIbtA+1xcHh5XJxaE3f+M8Ov79sKe4SJiYmiCBxbL3NZD2Ojcjj0P3Pl5Hl5KazpZSw8kUpwNiwsArXr1MOkX5rgxr+1cXpSHRwe5YC/v3BAwwb1cevWrZe5SrTnLUMBxNxC+r1jOLltKjq+0whWlkqpTEI7hwpW6NKhBaYN74GD68Yh5KwLbhxbiDo1Kop21qJxLRBeyeBKA2AQkmXc3p95PAv4CdAQugfLZvaBoWEZEfesGJl7Oprpavk/I5QgbQ+U20wJJC3n55j3TClCASkF3HNFatBORHltQNj5Fbi6fzb2LB+J/8b/hr6/f4WPO7RG3drVBRhmvam+M/ib8Jhq9rVq1RILjBwD0AtvUQcB6574vdY26xIC9uDtlk1Qtmw5LJg6VAbPB0/thl3Vamhe0wiPFxmrwTNVYBc43x7mtvZCxXXtwjEy7NNsN54HnVChQnnQVMhDj81qbTn+5k583Km9aBfdO1RAorO6JJ8E6/7qVl/AupTVtojUgHW7XZS2HSnkk5IJ69JD3HBkzVDUtFe2OYI5tjfDsoZoXNcePXt2gJGFJRo3qIwYJyMB645uWwALC0t0/uxL0AHJqxb0sE7jieph3R21yfWz5DghZs+OwgGermqwmt5gn0UnY+uuACxY6oGlq7xx8uwdKBQZUNwPR9LeVUjasRhJ2xcicct/SNw4BwnrZiBh1WQkLB+P+FWTs+LKyYh3Hqs1JriMQ/yK8UhcPQXJR7cgIzlBfsop6Qo8SIqHT/QjnH4cgf33grDzTgDWhfliefB1LLh1FXP8L2LGjfMY73MGk3zPwO3eLaRlpCMhPBwRK1fCf8IE+A4fDu9Bg+To1b8/pHi9b19c/+svEb369UPg1Kl4wtXrzBeIt+8jzF54FVPmXMojXsQVz4dy3l/2H1SfmDp1ap7ZpAQQVd0oWffHoD44FqT3BluYQMkrPgzX4oJBhxK5pSvBupq1awlYV79+fTHYclm/Cv4Jd3O9Lrf03K+fAiEQB26EdYyEfz379wbvldt1r8N+ehjPT6BdJklKjqvUuqjDUhVUGkiHh4fn53Yl/lyu4FNal+WnZG9usI72MTm54HkEdWPHjs277AXwBqsKXRQPPJEcehGUtmNMDr2E5DBlTIm4gpTbV5B29xp4XnqkF1QlyeJvnBJw7ut3lbaXLjnNkWHd/YNb8wF9/F7aczMee8lOIKg+KrVh58kDoZMDhhyAV9qdCzI8+77ze3Ka62b/I+/nfVWfU06/aTNPFdbVrGwv0rq6forYL9nUU9y5IKAdt0og54mCQka1fDwLyLt9PscZVIOlKQqqPgYEFO29niOb4lK+09avX4+UlFfPy58udUNYx+9AvZqVEbsky8Nj2jJDjP6hMezs7EBPowwcZq5ZtwtmJkbYNzhL0uXgqKpiEYeL7wxnznrAytoeE76rojahPzm+GugQ5WUHuKIQWv9kAIpkZCQ+QPz9q7hw2Bm/9vgYVSsTUCgn/5KKaqUK1mjasBpMTZROEqpVtseh9eOEp9PH19cLoCUgRo7Sa0rJtoyw7QKk0b7bitm9YG9rit+6tkPczQ1AeKYUXyYgE9BNxeMrVXPTgvYIW3GJAVuRd9yCeP8tiPHbhGc+GwVse+S5Tqi8hl9YiaDTLrh5fCk83P/FqW2TcWDNGAHhti/9H1bPGYi5Y3/B3399ju5ftMP7bRqiUb0qwquthbmJUOel8wmO3/g+5tbU1AjVq9gJpxwd32kMG2tL4VDs2LFjCA0Nxd27d4W5jJCQEDU1a62P5zkO6mGdK9KCduGDts0EbJs55i8Z1h27cAAVajmieq3K8F9SU61vq8K6sKXVYF2lGkoZGGDR1AHy9ZqwLuDUGiEtaW5mhvALq9Vhnf9OfPrRB6KdfPe+HRKX5gzr+nzXQIZ1DzVh3fKxoFbEW28R1inBd3qIK3Zu+w8Vyys1IAjpGtSxw6SfHBAwxxJHF7SGsZUtmjauJsO6w1vnwdzCAl9+3fU5WtbLe6ke1mk8G6osvQ4TSF3LGJuWKFy586VNqQga980r8JytW7eqnXb8dASmzs2CUwtdPBEe+hgJKyYh3mlkkcakA+uB9HSceXwbo7xPot+1Q/jrqrvOsc+1gzge6IWAqVPh+ccfBYpBc+ciLigIUc+SsGVnQB6QLqueVqzzRUJiyTD2Sy9iNPacV6DEEMEeJWx6D+2PU2Ee+j5XCJJ1NxJu43xMADxig8Hf2vo4AZqpuZn4CBOsNWzYUAAM2hwsiCmAPZeOCKk6SmtJsI4STG3fe+e5nFZoK0NJOfYwVXdPsFLfOXz4sBjA8L3bqFEjrRCKcIp1LoGO18mOE+srODhYtj9HD4masG7x4sXCA6Y0+eDAkPt0CrEheUIdNcCSAzwq6PGEwLMCzv2cORg+MW+aDOvuHdhUbPkqaHlyu46SZ5RIO7JqGgxKlZLb8TbnKXIZMyI985RKo9qqqp26BWOU3qnZL379upMM6lKCjsrp5pYn7mdaqrCuagWlOt21jVOVsC78jE7paLuH1mMxr489Np364mt8Em32UfXXzrIcIuebAMsNRMxYXhobBlaBkZExLly4INeQq+s+odLq3Leu8PzISXrwLHM4VrFG3759xXlXr92AnV1F9P/QHBnLOck2QIZLKQTOq4naVR2ELVE5wRL/IwNIT0F87CP4eF3EmlVO6N+3N957tw2qV6sKU1MTMf6RvqGUIrOxMhN26lo1q41vPmktPLWumN0f+1aPwcltk3HJbaaQRLu6dyrc1w7HgTVDcWrrSBzbOAI7nPph/OBP4TK9JzbO749Vc/pj6bS++G9CT0z6pxuG9/0C/X75GL91+wDff95OeH399P2W6PhuU3Ro1zDP+EG7hmjftgHebV0PbVvWRes36uDNpjXRpEF11KtdBTWrVhDeYivaWwkbeHQ4YW5mLOzl0QNsmdJZMI4LV1zEokQ+paeoZdGuXTt89dWX+POnT+Ayqw9ObJkC/+OLEemxDqv+7S9gJ8fvUVH5W4gsrGZEWJf+mkvWKYJ2o3PHt0W7nTjsF6U6dKgrrngeQdUGjVC5WkX4zK+WK6x75mKDWtVtxPd25qieucK6u1c2oUnDuqKNeB9bmQ3Wdfm0k0ij67vWSFxaWr4f3yVLe9sJdfw+3zeUYZ2mZN0eGda9JcM6qsGu2rURlhUrw9DICCN/b4yQ+dZId1Gmf2JBKwHrmjWridilxkKy7tDm/2BmboFu3/9QWM3spUpHD+s0Hoce1qlL1j1Ni5NhHVdh3377bY0ay/4vpe+4Cqoadu0Nygaogq4FFimkkyBg0pZ5SHn6AAM9jugM6DRh3uqLh3FjzJgCgToCPv+JExHt5YWwiBjsORCM+Us9stVHTpJ2G7f7g1KJJSHQFhTtquQVOCgYMWKEWNXvM3wQzt3x1gqWSgqUKe58Xoq9pVWaTjV/tFlnamYKOpYg6CEQov2upUuXoiDvwJ0XDwq4RJVICdZx4EfJsBUHNsMvLmd1XNU8vaq/H6UWTJ2d4FSaPNCYOgGTJoiS/v/555/lcz08PPLqgq/U8UOHDsllp1MKqU64pepYs2ZKNVLWJdWD6ThD51CMsI6SeFR57fPFJ6J8B2aOl2Hdnb0bihYUFSJ01AqkeJ8n3kgOOISDi0eCzjSkNk+plxmj+yHpxn4ZtAnV0ltHQKk2xZ3zUNy9CMXtc0i5dUQ+h+Dv2u6FMDFSSsk0cqyOp1e2ycczHnnqVHdJfm5qsM7B3lrk7frm6UpYd/ucTunkWf7c6ppSnfqgr4HMGjh69KhQ4e/71RsY06MJJv7yBtYOqIaVw1rC2MRUOJ+QKsvPz09825vXtsW07+1w4H8VsO1vRzjWqIQ///xTnHbv3gPUr98QbzeqhCW9a2HIF9XxU5sy6NSqNqytbdC7d2/hWVZK81XbKhRpePLkMfx8fbBnz27MmDEd333XTUAJjoXs7e2FbVMjIyMZ5BkalhbQy8baVDiBqGBvgQp2ZrA0LwcL87KwsTKCtWU5WJqXhblZWZgYG6JcuTJQlVST3m/SlotIBGa8JxeScoqEaTlFeu9l/ihZzsVRjq1pZobfOW5tba1Rq1oF1KtVBY3qVsMbjWqiXct6eOetBjAzM0GVKlWEYyc6muJ39OrVq6B03J07d4TN3PZtGsHn8AIZ5FBqcOmMP8R70MHBHr7el4utWbz2sC54D7p+3lE8i5H9usmw7qn/HrzxRmM4ONjg+uwKMjxTlarj71TnUmhe3VBcP3xwLyhC9qqBOEnC7onXZrRt2Vi0z6Pb1R1RJATswhddPhZpfNvWQgPWGWDEz44oXaYM+nRvhFSXsshJDdZ1xXjRtmlmS5KsoyMTwjqLCg5CqMBvaQO1cpxc2ArG1rZ44406AtY9uDIP7pvmwszMHD//8muxtcmivLEe1mnUbkABVMBe1Ukmy3Un+QnotY8flk8//RTNmzfXqLHs/xLqacK6a9cfqsGphc4eSIpPQtKOJYh3GYe4IpSuS9q7EinxMRjsWTBYR0m8Y7cDEebsXGBYF7poEVKjoxEdkwzXA8Ei7nS7JaTs1m2+ieVrfeC00gsLnD3x7+JrmLv4GlZt8MOx0xGgIeCSEOhRTBfVMg4weB7bSZ8Rg3Al0l8P6wooWXcj/jY840OFt1fvhHCd69HraTBMTU2FrRHCNdpJ4yCRgCO/70CCuInzZ4h3BL1ySrCO0nocRC5a44yTodd0ztur9j4tKKxjn6fNOmlQTw+OuQE7SktI59Em1esUaKdOKjtt90mwjg5vOGmRjlHVO9/qfjHBRQtkcgM1lOyKuCLg3N/ffSXKsGPSCBnW3d69ttjyVWD4lEtZ0x9chaebE6zMTeVnJT0zbj95tyXCT66VYZuqXbicfoefWIt6NauItMxNjUF7eNJ5qaGndK63xOs71GCdvbVSJcdn6wyxnzbtCrsu1NKjJ2J90NdAZg0QwHEBzNCwLAzLloORsQlq166DL774Utj/vXkzy8YhTQMMGjQIpqZm4rtubmYBKytrAWckrRc6kCCQMzM1E6p0pUop1R4JjWjOggt3lOh7nQKBKOGXg4MDjh8/Ljwmu7i4CBvLdJrVokULsQDJ+qlQ3g72dhYC3vE9RUcLFctbCS+ulF7jPofy1mhUtypaNK2Ltm3bgItu9NTLMVLPnj3B7xUdSVErhaZh+MwGDx4s9lH7hPu5CE7zMrNmzQIlx//77z8RFy5cKKQtV61aJeZb9NROb8EsAyXzKVjRsX1LeB6ah0eeG/Dk+kZEeW9CjN8WbF4yTOSbUnSPHz/O9ojphIRaEizDliXDZIhDiLJspnKsYWNlisvn9ma79kXteN1hHVVFf/n+C/GMhv7ZFcLZSKgrUm/tQod330R5WzNcmWKpBrlUgV2aswFa1bMU1//1+w+yvTgJ0knbaL9t+KRDOwGUd62YIrcFHk8I2I2vvugs0vi6tSkSnLIcWmS4GGD4j7VRunQZ9O3eOFdY57YyE9a93RopwUo1WAHr9myGefmKsDUrheiFWemyDCcXvQUTazu0aFkXsc4mIKw7sGE2TM3M0KtXrxfVBF/offSwTqO6/Qs4aX7VJphSeQIS72HK1CmiM37zzTdCAkejyrL9S2PAmrCOBh8vXL6PVRv9sHVXIJ5EKaXFFHeCkXx8O5KPbkWS+zokurogcacTErYtQOKmf5G4fhYSN8xS2rBbOx0Ja6cjfvUU2YZdwspJwq4dbdvF0VadZM/OZbw4L8l1GdLC/UUeL0bdw2S/s5hy4yzG+pzCcK8TIlI1drTPKYz0PomR3icw2uukiJP8zmLWzQs4/CBU2KyjQ4kYX188cHPD3e3bcXfrVtzduBERq1cj1NkZIYsWgequgTNm4NbMmQicPh0h8+fjwd69SIvOUoULDHoKN/cQGdoR3u11D8HBY2FwPxqG/YdDceRkOLz9HiM5ObtzimwV/pLsIKyjAXhtgR7LuIo4adIkpRrs/wbAOzp322pSO9RvsyRefRNug84jfOIjhG06n3jdIZ1Uj+HP7gtYJ6mtyrDOySnfUI2w7qfffxHviC+++EKGdZJR8AEDBuDozYv5TlfKa0nf5tdmnWb/oVMEDpoZaedRglGqW4Jv6Zw1a9ZoJvHC/ufK/KNHujvUKIyMbd68WS47JzezZ88WkyqpPrilTb/Y2Nj8364YJetS714TcG78r91F+daPHirDuvAdq4sWFOUC1tRgUiGckxZxFvfObgCdP0jPa2y/H7Bm5jBYW5jJ+2yszDFx4I/wd3eRwZsE4LgNObYKq2cMw89fdoS5qdKQPNNbO+tv+fxk/4P5siUXf3WzGqyztTIX+fHbPkvsp426wq4PtfQSlDbI8t9o9Ve8ijVAe32UfpoxY4aIa9euxfXr1xEXHw86JtIMhDC7drti+Ihx6Pn7Hxg9eozw/Kvq5ZVqjFyMp+kaOgcgSJoyZQouXbr0WtoH5LeTkm7UNIiPj1erUtoNpBMP1mtERDgCPdxx8/gijBmo9Hz/VnNH+B5biBsnFoG/KRm8cdEQxN/YhsTQI0hOiBV1Sm+9TIvP8/Lly5g5cyYIAmlgnw5UaPuXGg/8zXEZ91PllN8wjrH53H19fcF0cgt0DmJrawt7W3Oc3zVdlowTACbMDSP6fgUDg1LiuUuOSVTT4reSYJHv0P/1/VK22ZcesgczR/cQ+ytUsIX39Uuql72w33o1WFdkhLrhr55KW8W/9OiK9FClZBxtH375WUfYWhjiwpiyucO6ZQZo+4bSw/kv3b9EUqC6p1cJ1sXd3ImvP/tIzNs2LFR3lpJ0azd+6Pq5aA9fvGGoDuuWE9YpHY/0+6EJ0lzKInW1LR5r2KyTYF2btm2QGqwsA8u22m0rzO3Kw86iNGKywbrWAta1fKuBDOv2rZslFif++uuvF9YOX+SN9LBOpbb5AijpE8OiyP+EWUpYRzfv9erVU6mxnH9y4sgPiq6BnmAVYTeRFuSNtBBfKML9oYgIhOJuMBR3gpT/c1+4vzguzuO5AR7iGnH+7VvK87nNPDf92SNhq041H3QwEZuWgkRFGlLT01UPvdDfhHBUb01MSkNaWvHlozALzYEEwYK2EBcXJ17slBiiuvRfwwfp+5zGAgEXDBgjkh8jOOkB7iU/RVRqLMKTHwvnD4Rzedmky+s9EBJ5W6hM1KlTR8A1qq9SzcJ5xbICPY/33m8vpOgkqTpuu3VTqpS0b98eRz3OFCjdvMpREo6HJj2fkxhKN1B1SYIZXbp0yQbs6FFVssn2yy+/aOuCRXbs2bNnog3wO/EiAyVOWDcsPyealHqQ6orSdDt27Ch4dopRso5OJ6gGO/E35YB87aghMqyL2LGqaEFRIYA4NfCkmV6Ur/CSGnd9N+j9VXpehG0ShAs+sgKftM1SYZbOqVzBDu+1aoyP3mkBOqVQBX3SObR9N2d4LzmtFIK6J975qrP4S+vVYJ0k+Xdzx+wXA+sSn++9UfBGr7/yZa4BCrspFNmGts+VZYIjAj8upr7OgQ6K+A556623BJjLtS7obTbyAugYYvyQb8U1n3V6E3E3tuGpzxa806qBgHU7l/1PKYl077SwmSel9/DhQ+EFnVJ80juLi9jUdjA3NxcqrRyPcZ/0XZfO45bnbNy4UUou2zYsLEyo8VLCb8vifzRgnSv6/fKpuG/nzp1zhH6EibSRyHvVrFoe3geVqrDJt3bh52+U3j8pZchyFEfgXF3xmtusQ9heDBvQSzyjrl93gSJY6SGYnlR/+bkbzMyMsHN0da2w7t23qoMStd9//TESA+htOLuX4cTAPejx3VcobWAAlxkD1c5JCdqDnj2Ukv8fNykDvzk2ODTGHv/2r4sJXc3xdmNr0X779WgqYJ1itQ1ibmzJSiPMDZIabLt32iE1eJ84Rli3cs9mmNnao7x1OcQsyrKF93/2zgKsqqQP40tIiYgotqhrd+uq69q6rq79ra7t2t3d3YUJttgJYnd3g4K0iliI9CXv+z3vXM7lApdLCIjKPM+559wTM3PmzJwz85t/ULLuiqUC1tX8rQKCNhkJyTq77QthaJQdFA74EUMWrFN5qtGQ/7QDSk2D3qkrFbCub9++QjRapcjUblJd1traWu2xrJ0/bgkQ1lGEX1NgJ4KdD4rwU0po8ORRWW1OBdZRrTV+W6QNOUK7+Pu/5v+zNy9Fh49qEARrlSpVAtWT6Q02NfFSbaRgwYJKqToJ2nGWmLZfLt2/nqp4U5OXzHYNvevK8XXqRBxEdemikLBiB5oSjKqSddymdIR0TFMbTK9jjx49EunXr18/vZJQGy8HFm3btsXo0aNBFWCWgYmJCbZs2aJ2IKI2ksR20sh/fNCUQf/pHZawbm7fbuKedkyKhXWe+zZ/s3x9dXkQ1LkpnEoM6qpQoeEzq1mxFL7cP6gEbLJnxxD6YD8OrpkijvGcpJYCec3wX+cWuHtolYgnzNEeka9upEiiTrq/oJvb4sA60xwKNd1n+xch8Jo1mL9w1wsCOtKGXqTXNYUdUO1ZRAAAIABJREFUPXqF9b4DqslGvr6BqNc3QVXfFHuIlfkmViu/ar86SZqvijDr4nQrAaqzss8UEhKK8NAQyD66ItL7DkK9bkL2+hYi3j1GuL8PouJJWfGdyGsJ4DhB6u/vDz8/P/j6+oIqjq9fv4Xrk9twvHMFz+9egYfjA3z+HPjTqb2qPjhOiklmJ+rWrQuZTKZ6OO52dATgcxXhrkcwtLfCZleXtvUQ4nRQwLp6NRSw7sD6sYD7Mcg/3gHkCkk4PhuqH1PdmJ6YOanJfvPQoUPRq1cvdOzYUUg48htPbaZ///0Xw4cPF6q4nIijeitNjFDlNbHAibPixYuL9+WkIe1j4QhhjKcdZo1RTO5Vr15d1A118dBuHSX82F+nk40NCwZg27JhyJ9XYbuTdqdVpTTVxZFe+wSs++QAetVVB5h+in1exzF/Yh/xjFu3bIQI15iy8DyOCSP6IJuhESzHVtIA67TRsF5JAeva/9UIwU7qYV2kmy2G9u0k6sHqWQNBFVWpfCPdjmJ4r9YiD3nMDFG6hDmMjQ2gnU0Pv2gpPC7zmz20W2UB67DNBPIXKk4qVGBds8a/I9ojBtZ52mHzkd0wMjVD/jxGCFwb18usBOvqNKiKYKvseHdvFY5tnQ9DIyPhvDC96t23jDcL1qmUfiSif9oBpaYB7oTls0Rj7Nevn/gAqBSZ2k0OnJLtbU9tDFk7v8cSIKxjh0NTuHfvnpC+IVwgrBsyeXRWm4uBdU+DPfEoKFYl+GXoW7jK3gmVV03tMzXHnr1zFQaIJVhHI/yc5bU5ui/Fz+PWm2fiQ67qXEKCdVSt4cf69MWzKY43NfeVWa8JY+f+KwPVXliuErCID+x69+4tjtG23bcItJXDvFHK71sFDrj27NkDgsM0Cd9Qsk7+8amAdfP+6y7KdfukkUrJOkI8CSp9b+sIt4sCpE3s31lZlykdR1tzklQd17QvR9gl7XM+bY31s4ZiWPc26NSiPprWrYLWjWpjwD9/wnL6YDw9vl55rszBVsAz+ednqSonue+zOKCOXmHzmins+9zfMQsBlzcg9MG+2PSe2SZrm44weE/0XJvkcwtPnWOaxOr9jRs3wHcDIQHtcWWFjC0BSq9dunRJ2IKjqj6d4VASmH3lo0ePqpVS4oQDnTTNmzERHx3P4PVdG7y8Yo2rR9bjxI7FOLh+GtYvHI8J46dhwoSJwtMr4U6bNm2EGiNtyPKZ8ztMe9NUq6R2TLFiJVDMoggsChVE0cKFUKZUadSq9TuGDB2JQ4cOi8lUwiB62o4vbcd3LIET74fqklQL5UIIzGPfa+B9Tp06VbyTOPFF2JloiIF1oc6H8E+buuKagT2aItzlcCys09bGHstRoFMGub8zEDNhxzKjiivbIW3UEcTxPx1C0G4wpem48Dil6+g0go4gqInCukIHEAS4LP/EAo9Jaqx/1CkHv6e7lYCFsG7PmjHQ19MVNhAT8x7PZ2lrawtqXzA/PN/IUE/09Ti5m2L7r4llNhX7s2CdrXAosWJGf/FsmvxRB+EuRxTP2MsOi6f1h66BIZb21yBZZ6WNJo3KCVjXumldBL04GFtHVICc3P0YJg1WwLpp4wchyj0W1lGydGQfhRqs1C+V1lradJyisIM5tHsVAesCdpaEzEm9ZB3bXJTHCUUePO2wce9W6OcwQZHCuRG0Pq467+UYybp6jWsh2NoYPvdW4cjmOTA0NErSFFMqqlumuCQL1qk8hvDoyJ96QJnYQHfs4mniw0HDjZxpSSrQtgKNoWaFn6sECOuSshdAT4wU9Sesa9myJYZkSdYp3zlUb30Q5K787xPuh7fhfsr/ibXP1Ox3/OCuFtYdvXwyxemtP7RNdFYbNGiQQLKuUaNG4hi9jaXGy2xq7i0zXvMlMq79m9S+GTig4Ey81CFSdTpBhwrcnxwnQKlNX9N1R44cEenT/s4PEwI9k4YqSUjayX0dEPX+MSK9HyDM665Ywt/cB23SRXjfR/jre4r9nnfEdvT7xyJNAiNCuUUDeoly3TJ+eBxYx3iTBD5J5C0jryc4I6wKfWaLET3aKutwvjymcUBbmIOd8PIq5S3a556QXotwuwDZc3uNUCzsxUkB6aI/KspQiiOla3qMJaBTXQqaKyRKrm8YD/+zqxB8Z7fGvEiQUd2aZUBJPI35igxNk2bEdwahEAf/fD8Q1miyd5UmiWZFkqAEbt++jcKFC8NQPxsM9XVgpK+LnDmMUSivKUxy5FA7wU2VLj6zwgXz4fc6tVG+TEkULZQPuc3oqdQEhgYGMYBHRwza1alMSt+K5KwJZQiHCI0onUwoQ/t1DIQ3T548EYCJEzKcLKLJm9/q1kPDBr+ja5f/Ccm071Vyk4CLDh9YTrw3TTBMSMm9v4HA5/vR8LcK4po5Y7qCNt38nu1F3eplxPPYtWoE5J7HIZd9UNYHSjtWrVpVQK+cOXOKslZ9NmynfAZ0zhX/edIOHe0WJifQJA2fp3luE1w7tCAOiLl1dBHy5jERfcDr168nGh2hLO3qcexHaEwTEwTBtE37LcEsmXDER0rWxYKjn27b0w4bFo6EbrZsqFerMmSSGqunHdYuHS8k6+b8YwJY/wK5tTairHTgtbEwHi/KhdtTtXFjig5+q18Ov2hpoVmD6gh0PKC2POXutpg5uruoi6OG9EGkW6w0I2Hd2AEdRP0XdVhLG8ampqhZvRgG/lMeTWvnF9cN66GAdb5HmiDY40xsOkKybjp0s+miRdM/IPeUYN1xWG5bK4BjyTJFEbLRII6E4OU1tYQ32PZ/FIDMSk9I1h2ymiVg3YwZMxKtz9/zgSxYp/L0KP2QGQd63zpPoxdMgY6ujvBeVKRIEZUSU79J70b0ZBQ/hEdE47mzL27d8xHOJu488BHb125549K117hw+bVwsnD6ghdOnvWE7UlXHLV3xQHbl9i57zm273HEgWMvQQcN0gQe1cv8I8LgGx6qXN7JgvE6JADuwV/gHPQZDv4f8fTLB7gEfkZoVDwJF3k0EBkOeWgw5LJgsc3/iIx3XvybyfqfoASmT58OqkprCidOnFDCOqpLZ8E6FccRwa/wUAXWfY4MSjfA9Trko+iMS5J1BDzsHN52e5Lid+CwKWPEx5oStZJEnbQmkOVHnF7M3kf4pzjub/3uS6v0vcM+a2oWKTrGgTYNgUsdfHbsOTtPr3HcV7t27RTFl1YnHz58WKRPmPjDBHrkTCXwkrnfwpcHZ+F373SKl8CnFxDudVfAuSUDFRKTVuOGxoF1KVarTOV9pPb+Va+Tf3qCcKdTAtQN/vcvZd2l2mpciTg7hcqoprz6PkX0u3ugg4fIV9cV6qfetyH/SkCnmt/o9w/igDpCu2IF8oh8X7Qco4B1t3cmC9YFPjoMnxu7lcutAyuEUw1CPIJI1XTjbKeBNO7NmzeFgXrpXUFTB9yXFdK/BAg6CGaofkrJs2vXriF37tzo2Sg/Dg3WwdGhOjgzPhc2D8wPI4NsQuIufq769lXYpKKElVmu3ALS5cltjrzmeVGkYF6UKFoI5UqXQNVKFVC7enXUq/MbGv7eAC2aNEH39o3Rs0MjjUvXvxuiYf364prqVSqjUIG8yJZNT0BAbS1tAXMoMc1AVVo6OrAokAd1KligftUS6FbfBFP+VwIHhpthVo+y+LVESSH5Ff8+vof/fFbt2tHxgpbQEIkvURj3HqIh932IDw+2o0IZhefprUuHCgjx6cku1KqqkEbbsWI45N4XgKhYlVpCLkpSmpoq4H98IMf/BHYEbVK75Zr7KeX28OHDuFlJ5N/Zs2dgapoTOtraGDvgbwESCbSoxnj3+BIUKmAm+oC3bt1KJIbY3R4eHqLPQfVd1oNvHqIjIH97LRb6/IzQztMO21dNhr6+AapVLIlQp0OK8vC0xXar+dA3MkbfZrlgPa40evxpgarl8iJ3vtwwIIzX0YKuthZ0dBVeixvWqYgAx/1qy5P1Zf7E/0T9G/Lfv/Fg3TFMGqawqZs7twnWDC4C5xVmQjU1ylobYzoVhJa2Nob1qCok66KP1IE8xhGGgKuedjhmPU0A645/1gVeKRxM0B7fivVLoaWjgwo1KkJmnT0urLNUwLq+9bUQsUlLwLoDG2fAwNBQeE7+5vUzHTKQBetUCjUkKuynHUxqGpSOnDdJNGraU+DMYFKBgzWKYKsGOlE4f/mV8IC6bvMTLFhxF3OX3knVsnjVPTxz/ISgiHBYutwXnlzHPb6A4Q/PYdCD0xh4/1Siy9jHF3D3s8LLWvjTG5DZbYHs2CbhgVZ2aC1CD1oqlkPrxD56pg21tYbMbjNkJ7Yh7OR2hJ2xUSzn9wsvtuFXjoCL7MpRsRbebc/shuz0LrGEX7VF5MuHQHjsB1u1bKKCHRDhdx4RHw8g/P0ORH48gEj/K5BHpc3Mumpa6blND6+sI5oCB/SEC5Sso3HbwZNGZrW5GDVYelW95ngX2w7sgstbD0TL008t3zcyUHQWVWGdoaEh3ALfpvh5NG/XSti7kwCd6lqCSlMXzUJItAzOId4pjl/Tu+l7OUapwrQM7PBLaq9Sh55SDubm5kLtKS3TSm5ckmTdt1SDTW5ek31e8JvEYYoGoBTqejPFgC4+1Pt8+yTcbTZh2WCFXZp1owbFhXUa0o8Dfb7xeZRSC3t+AsFPjqJ3h2bKAWiRAuZwPLFRCbx4jvzDo1SVd1rfLyGaqlQdt8sVUzguyZ0zO0yNjYS32lwmxpAWvWyKgY/UHjWtqb5LWBfpfinx+02lnUtKNrEtSu9eKR8EPlQRzwoZUwKnTp0SJgEo/UzbYLSDxgmxsf+rhmjrWLWuEyN0YKSnhWXLlsfJmEwWgb9aKzyNNqpbDXdPbMaD09vx6OxOPLtggzd3duL9g134+GgPPj/djy8OhxDw/AiCnGwR+vI45J52CscCGtbRHrYIcjomFr9nB+F8eTOWzxqDFTNHII+ZKSj5JUle+fj4gA57BrQoAL/1ZgjcmBNRVrqKQbT1L1jXJw8KFiwsYPCzZ8+E9BXNEVDNkqqfmT3Qlh/VhgnJ6KGVsFVTkPu/hNuVjchvnlN4Vj23Z4aAHR8f70DNKvSCqYXty4cJqAcKBagEJycn4a2Vpkdoi5aT3JzY5EQb7dFRg4mCEVSPpbMLSvpxQo7PQjNEjE0kKDAALVs0Fu/bAnlNcc9+qVCdvH5kHqpXUuSPz/Pdu3exFyWyZW9vL2wc//rrr6AH4W8eOJHhfVktXPppJOw8bbF/0xzhAbVC6aIIfh6rxnrowDoY5TSFgaEB9A0TSmgqvglaAoZxu37NCvB7ph7WsTyXTh8sJPD69eiEiDiSdccwbbRC8r9EqcJ4s9pECdXk1loY3SG/gHXDe1VHpLUeZPZ/Ah52sc/N0w6HN04Wba5zq3qAVyysW7RstlDRbfJbIXhvyIs783Jj24RSmNe3GHq0KSmk7gY0MUDEJm0B6/atnwoDA8MfVqsvC9apvHUCo0J/yoFkUgPekXMnQVtHGz169RRG5FWKTO0mZ99oG0M1vHkbJEAdJeNSC+lUr9t94AV2ejokCuU0AbuJTy/D//FlBK+flHHL5lmIuGGvWiSI+HQcIS5DEercW+0S5jU3jgepOBdnwj80zkt7KZoCPVjRNocE64Zm2awT7xw6lli0Yw1McirsItFGic87H+H9Nan2mdLj7rL3iJRHxZGso806QlTv8M8pfgf+WqYkcuXKlUCqjtCOKhPsDMxYtxC0wecXFZzi+FN6f5n1/PAYA9Oa2kdKj9HukTQY55rqSxMmTEhpNGlyvgTr+Nx/mBDikzhM0QDB/O6fEbBu+aThaN2oHprXq4VGtaspl/bNGkBa/m3dDL3btxLLqF7/A5epg3th1rC+6NW8EWb1UjgWWTO8/3cH6+hYQeZwHJ/u7MNfDWsp6+qvRfKDNugkFdHwl+cg/5Qyb61pDehU41MH62qVKybyT0kV1TaX0m1jI0PsWDxWAesSU4X98jxVTWjevHliUB0/T3TyQxMUWSFjSoCTKezrtG/fXiycxOzS9V+hptW3aWFEboo1mH5zRm7kzG6A4cNHxgFEXz68RaM/moi61olSJxklPeRpC5erW/FrUQuhBXHs2DFRaJSuIkRq/0d5hG4yVg7K6Z2Rqnare+SEnr6hsK/GvgTNnVCVlhNIVOdNLmTKmCcUN5Vz584JKEZ4Rgk29mOvXr2KgIDE7UbKQ31w03Yx9PV1YZxdHy8urAM8bfHh4XZUq1RMwDo6ZJAHv4qbGCBsqrJsWE7Lly+HlZWV0FwiLOTYiSqn7AOyvKmKTHtehHW0NalRPTdeShfOn0G+vOYCJlarWBT/tquPfOaKPial9KRnG++yBH8vXLggJneZp+TAvQQRpPWOLFgn3gfHdy0V6vClSxTFp6cxknUetjh5cidymucFvQHnzKEP/ezGMDTJiby5jVCyRD40q2WOCf/Lj79qZBd1o3KlCnj7IHFYt2ruKAHOev7TBhGuR5Xvoij3Y5gxsb94RxUvnh+vV8a+F+TWv2BUu7wC1o3oXQMRmw3x9tq0BLDu0IZJwtPsv+0aK2EdJxpmzp0g4s2fLycqlTFHntw5BHzUyaYn4qT67oi/zRFppYB1eywnC1i3cuXKtK5tmSK+LFin8hhoVyizDvS+Zb6Gz54gBoH/9uwmZoNUikztJqXq4tu283wVIGAd1VopGacK3lKzvf+IM6zdHqcK1k14cglvz+zOOFAXAwVD960AwhTScvLw9wh9OUAtpJPgXYhTX0TL3NWWcWbcuXTp0iSNy2/dulWAHSWsm5jlDZZte6blIugbGIiBFju3HGzZ2NikCp4l9a7wDvPF69evhTRc2bJlBWRjh9DY2Biesg8pegcSMjLf7MSpStRJ2xKsW2i9SsTrGuqDV2GfUpRGUvfzvRwPjU7cIPTXtOf9+/eL93K1atVA24DfKlC1h/WWNkt/mEBbQxqgnLpj0Z+eKaXqcpvmFGUSH56k5P+gNgpV8iWDen9XsC7q7V3Q0QOhXKXSCtDF+65Qqig8L22PBXWuF1JcxurKPS33qVODbVyTxrh/wbapveF1ZAG8Tq7Fm6u74HTKKlmLz3WFKmzAw8OKe3ewg/zjE/X37u+U4iZEVcv4KnXMLyfHKLFDm5bW1tZ48OBBigb8Kc5I1gWiBAjsCKi4UErL65UPihYtgbY1jBG2MUayzvoXBKzTR83SZkIFU9WpgZ/nY9Sro3Be0IlSJxkF6zxs8ebuflQsV0E4ndq8ebO4H0qD0et78xqFEbg+rg0pwrrlXY1gbJxDmGM4ePCgcKZBe3e0c/f2rUKbJbNVDT4XehCnhJlq26EaKtvNH3/8IZwsqPV6Gv4F+zZMFFCumEUevH+wXTwjn3tbUbl8ESEttHP1KMgjEgI/epqlJDzTJCCk1Ktq+uq+D8L+nLm5Ri+w8cuXYI/2wwlOtbSoSqvwqE0gSHX4pKQHpfhot46ea/n8X71KCB+l8zJqLY8Kh/xnl6zzsMW1o6thlssUFkUKw/NurOOGi1eOwNyiOCr9mgMnpphj+/gS2DerEu7OM4XrqtwI2GCISGsdzGyncBhSpnRJeN2ySfQds34xwZkWurRvgfA4sM4Ws6YNFd/FokXy4NUKIyXEl1v9ghFtCYq1MbJvTURuNkTI9fEJYN2ONVNFW+nTpZUS1gU4HkT7dgovy7FtQUtAOkNDfZiZGUNbRwcTupdApJUOPtxbhV2rJyqdF2ZUPczIdLJgnUppf4oI+CkHkUkNdgdNHSVgXdee3YQtBX58NQWKbPPjpxpCQiNw4oyHAHZHjrvC5sALbLVxxKZtT7HO+glWbniIJavvYf7ypFVjed4r7yB8CgvBohe3MPHpJYx/chFjHp3HqEfnMfTh2UQh3uAHZ7DO5QGCPZ8jZPPMDAV2VLOVR0eJYpFHBSHUZbBGWBf6ciCiw9NWfU71maT19qpVq4SreU3xbty4UXz0JVg3fFKWN1i2P2OTHOKDx84hO1L8QBF+usnepfk7iU4rqE7BziEhHcEa1+ycPv7kkqL07r13EnmlugbjoXMBqsFLsI7vAt7Lip3r48T7MtQnzv+k3kE/wvEgFbs1mtrI93pMgnXdu3f/Xm8hYb7D/NTDlCQAnv9Dha26A6vmomvrZkqJOlXpOtVtSt9R0q5Ti0ZCwq5f5zYY16cLbCaNws5JI0Ubmtyt03cD6yLf3BJA6tLORciXW2Gbie+B5vWr4cOtvUpQF+lxBZnR9l70h4QOJto0qCaew8YJ3RU2627F9V4rSQkma+1or9k2n//LhHUxiT0ceNerV0/kke92qqzRQzcH6rEDHsVgnbbr6CGUDqEo1UN1xSynE0kU8Fce9vsSjLr1mqCAuRl6tSiFfi2LYfw/VXFpemFM6lgEjRo3xpcvX0QqtMn82fUWalWrLp7d//76PdGBdHpAPJ+Hh1ClUhUxobdhwwaRpydPHJA3bz7UKmGEz2uyIWqzoZCoI6iTYF2+/AXg4ODwlSWVMZcTplIanE4T2F5oBqR48eLCQ6oqOMuXL5/oiyVwnBHhj+WzBojnU6daSYQ4KQz0v7m9GeVLFxK24mw2TIVczSQdgRe1Gdgu1dmni99eVf/T/m9KAqUD2TenyROmxbgozZdcUMe0HB0dhQkkAjsXF5eUJJ8u58rDAyF/dTZD20R6tLOvjfOB/UqY586JggUL4OX1XcryuHn/LAqXr4RSxUzxflNeJUATUrCUhLX6BYRp87uZCVBWrGgRuFzZorw+fr6slk8RarCd2jSOA+ui3W0xZ+YIUacsCpvBa7mhMi3GP7yNmWhbo/6rjcjNBsD1YQlg3dql06GtrYPBvTsKNW2m/erWNpSPmeCjtoh5/tyoX6MghncuDpuxBbFmBNVgjTB3eA1EWevC9/5K7Fg5TggOcELqRwxZsE7lqb4P//LTDSCTMwjuP3EY9PT10L1/b/Gyp1crTYEi7/wYxA++n2W4cuMNjp92x8lzHjh3+ZVwLHHtpneMw4l3uP/oPW7ff4ebd97i0vXXuHDllTj32AlXHLZzxZkLHvD1i7X9FiWX470sGB7BX8RCJxLOgb54EfAJj/3f485nb9zyfYNrn17j+FsXXHjvKRxRMG9Rb9wQfvkIZPZbEHp0A0IPrkHo3hUI3rUYITsWImTHgnjLQoTaLNa4iGu2zUPw1jkI2TIbIdYzxMLroj+8jlMk0SHPEea9GjKP6ZC5jUHoy0GQvRyAEKc+CHEegKjPcdVm41ycCf8QwBHOaArsaFDEPxbWjclqcyFv8GvZUuKD16JFC2Hfhh2qocOHpUvZvAv3ExIWTIP2UAjW2HEkrDvnfDtFaV55eU/kmxJ6HTt2FB1exlO+fHkxcOTsMdOx3GkVJ16nEG/4pELlNjnvq8x6TsB3ZoNSUztWd0yCdT179lR3+PvcFxGYKlgX8foe/O6eUkrYxbdHl5z/n24ch9uO9bBfMF20of6tW3wXsC7y1Q0B49bPHApVO26je7cXduskmJWkN9QkgGhaStLFj4veZOPbrPu3pULKaenIrvC/YImQu7sR5nQK4S/PIsLtIiI9ryLy9Q1Ev70LSuYxDnr0FXH7PoX8w8OY5VHSgDLANVXthdJ1fPfynUv7wrQdRijh6ekpVN6mTZsGOnaSpLd5nrRQJY+TRZMmTRLnZgp1t1SVQua8KDpajpWrNiJ3HoUTB22dbNDR1UeNsgVxZnoZzJ42HpS4YiCs+/TyOqpUVEzc/dPmj0QH0vEH1mnx3+fhYVSpXFXAuvXr14s8Pbr3GMWLlYRFXhPsHVEE2wcXwO6BRjg80hyPFhbG6mE1ULpMWXh7e2fOBxAvV5INPtZ/AoHx48fj5cuXQiKwefPmYp/UNqiySvU6VcAVGR6A8SMVJgrataiJcJfD4hl5XrdC6V/zQ0dHG/t3LIRcrpigl5Jne6T5CoIztkM6ZqPpCrY9AnbCQ5oVYT+KoJ12DgnXKYFnYWEBOmlLaSCIJ3CjEAXvae3atSmKws3NTTi3oDfap0+fpujadDlZ5gtInkMzUOI0LdpWWsbx+NRq5DfPhXz58sLx0lblO+KB4zWU+u135CuYF88tiyoBWnxYt2yAhaiHBfPnheO5Dcrr4+dx6+qZAta1a9kAYSqSdfR+PHfOaFGnihTKBa9lsbAu2uoXDGtlqoB1/eokCutWzJ8opORGDeqmsLHpYYtIN1tMmDgU2jq66NyhFjzWmCFMmhyw+gW2kwsgm1EO2E3IpfB0e382dqwYK2Ddt9QuSZe6HhNpFqxTKd3U2GvKrAPDtMxX33FDYGhkiIFjhwsKLxmcVSm6OJsjRowQLtzj7PwO/8jDZZAH+UMe8BnRn98j+tNbRL1/jei37oh644ooLydEujsg0vWpWKI8HMU+QsAoH0/FNf6+4jrhYTaRMpBH+CI6zBvRoe6KJcwLiA5J5OzMu5szGhwIaArspHAwIcG6kZOyYB3b6p//tBUfPMI6GqJmh6p7755xAFdatWkf2WdMnTpVpEFbKIR1VatWFR3DI7fPpCjNSw9uiHjYCaR3s/gezKTOboFCBdGiXWsMnjQKq3ZtwsVHN/Dh4ye8DfVNUXppVQbfIh7/yGBNTeO7PybBOjq++GFCZEiqYB0BTaT3AwS/uIKAx+fx5YHChl1yIJ10ju81O3js3oRb65aINtb+9zqZHtZFvbmJkCdHMbKn4n3G9m+or4dtC8copekI6+jJNT4gy1T/Pz1NAOsGdFAYa581sIM4Fu5yLv3uIcAt1U2Img+SZBAhA9uluuDl5SUki6ZMmYLGjRurtXVHcya037VmzRpQpTEl9rLUpfmz7wsKCsG5cxexfv0GTBncAdO7loPd1Erwu74IwYGxXjblAD45X0W50iVF2+/yd8NEB9LxB9Zp8f/tg1jJOvbVGN55v0efHn1RpMivKPlrCWErK3t2Y5iY5ESpYoWZGaz1AAAgAElEQVQwdtRwAby+hzpCYMZBvdRO2H+hmi9BFO0LVqmikCqU+i9c0+7j48ePlVVYJgvGf73/B61ffsGgns0Q6aaw5eVyaQOKFTYXsO7EMUr58GnGBoIzqY9H1XSqPjM/QUFBQsWUgJ0eWs+ePYtDhw6BpmMI17Zs2SKcdqhVyY2NPtEtXielO3PmzDjgMdGLYg4QwHJClw5H+B741iE6NAvWsZ07nNuAQgXMkSePGZ6c3ah8Rzx1uoXqbToiV67seLjQNBFYpwXL0eWE88g8Zjnx+MRq5fVx3yF22Ll+noB1rZv+hjCXI8rzKFk3f9448Y4qUtAUXsti1eMJ6wa3oE08LYwZVB9RWwwTStZ52GHhtBEC1k0c9Z8S1sHTDmcOr0ERi/xYNrJygvz7bzDC8Vm/ImRDNsh2WSDEaTe2Lx8jwPbOnTu/dfVMl/SzYJ1Ksf6stpSSGrj2HjMQ2XMYY9nWtaJDRyOnmsLIkSN/WPfJmu77Zz+2a9cucEZSUyAkYkeIHUB6qxs2LstmHdvfPwN7ig8ePYIRoLFz2KFzx3QBWV7+79CvXz+RBuEqYV2dOnXER3XZ7rjqqkm9Gy5evSzikdQr8hcogLYdOuKPxk1QpVp1WBRT2KrizLVqx5fbuczMULNWLfQa0Bdz1i/F/usncO+jM54FeKbLfSd1L+l93C8ySFPT+O6PSbDuv//+++7vRXkDUWFpBmTknx2EE4Wod48EyAt/fQ9cKIUX4f0AkT6PxHao6w3Qm2yo83UB55x3rhdtp37FckpY57l/c5rlK60gWdTrG6A9ts4tf1e29UL5cuPGvuWxoM7xuGb1z28oTadaDtHvEnqDHdejlbivsd1bxcC6s+n3DAI9lFUwNRtUe5NABNfsk6naQ1MXJ22rUfqGgx2qx3JSTYpDenfTthbVZxkfz+P5WSH5JUBVypCQEAUoCXqNMOfDkHmcR3R4wm/DR+crKFm8iKhzwvh6BkoQKWBdZSHRJUlhUarM+7UPrt94jAsXr+HAgQPYsWMHqCa7fft20AFFUnUs+SWVvmf6+/sLm3FSvaaAAWEd67a0L/6abWHUqFFKRxnBwcHo1KmDaCOzRnUFpYwIOZ6fs0SBfLmgq6uDq5cOJ7gRwjrakGT8lKajphIXjqsoCEFYR5vC9KBLiJdWgelKmg6DBw9W3kdy4qfELkEfpW8zg6OaaH+PuOqUGdg24oIsWyW4+hb7nS5bo2iRQshlmhP3T1gq8/La9QKa9O4PEyNdXJ8WK+0WV7JOCxsnV4dutmzIlTMH7tutVF4f917ssNd6sYB1LRvWSAjr5o8XdTkBrLP+BQMb64vrxg35IxFYZ4uZ4/pDR0cXMyYOEQ5apLSDnQ7i2ZamCFqvnwDWSfcht9JG2JkuiPY4hu3LRwtY96N6PM+CdSpvKnorTO8B2/cYf/cR/WCc0wQbD20XHTjO+GgK7MgtXLhQ0ylZx37AEuAsYKNGjTTeGWEdpbgI6+gpbcCIIVltLuQNugxWuD8nrKM3ZXbkWv3VKl3Kxjvgg1BXZhodOnQQsI6Qlf/7jR+K8y53kpXu1ce3hWoEr6OaRs3addC5679xltZt24l4V1muhfXWbZg6fQa69eiB+r83QMGChRIMBvX09VGyQln8+U87jF04DXsuHsPjz24iP3w/u4W+SxcPuRnxXv5ZYF3//v01vgO+q4PRkekHZJIAUyHO15RwztjQACULFVD+f3Vo6zfLlyrUEtufHRDhfgnvb+5Bg5oKtT2+E+hIwu38ViWoC3c6LVRDE1yfRDl8i/MjPa8kkKybPaijeJdRwo4qslR/Tbe8fSWsYxvj4J+2RPksuFSvXh3Ozs4pan5UhaXHSKrp1a9fXwyGpPikNZ0L0U4pTZ9QIii1kj8pyth3eDJBHU0EsI/Esrp8+RouX32K23ed4PXqdQLPox+cL6Fo4Xzi2XVr3zSRgXT6wAKhBlupinB8QKnKxEJEeAS4fG/Bzs5O9FlYh6kNQNt1VBEnkKP9Xv6neirt1Un1nGv2lyTJQdqCI/zS1taC5ex+kMcAo8cnViG3aQ5k09XFw/tXEhQNARxtN7PPxPQ4kcm1tDA/lIilSiwBGSVb586dKyRk379/nyC+5O4gbKWpEt4H22tKwCql/thHpF2/1KjhJjePyT7v8/MMbQ8SQMpsa9fr21Hi16LIaWKMW8dWKMvEx/0C2o6bDH1DA2yfXFEt7JJbaWHL7HrQ1dMTKtdn9yciWedpB9tdy4SjiKb1q0CWiGRdfJt10da/oN8fMTYS++aHfHM2hF8fHQeyss1MHN5DSPfNnzEmDqzjsfDHqxC9uxgI5SRAF7vWRoDdXwh33ick8nasGAMDQ0Ps27cv2dXoezoxC9bFPK2QqLBkDVAzYlCX2dLoOrQPTMxMseHgNgHr6D1JU+DsEz0QaQryiAhEy2SIDAxEuK8vwt6/R6i3NyL8Y1UBNF2f3GPyaIX31eSen3Ve6kuAH3G6ntcU2CGi10rCurZt26Ll339ltbuQN/h3aB/RiSKs++uvv8Q2jYWnx7vg/vPH4hlwllRyBMHOG6XjmrRugW0XDyWZ7sZdW8QsKzuc7PyVKFUKf3foGAfUEdy1aKW4l70HD+HUufMJlmP29lizbj1Gjx2H9h07onKNajCJ50GTndmylcqjY68umLFqPvZfOa4EeOrKxyHQCw8+uQgpvYe+LuB/dedl9L6fBdZRKueHCZRs+EYwKcjxshLOFc2XFzmzZ1f+f3V4G0JdbiDY8TK+3D8D3xvH8em6HT7fPAE6twh1uY5oFU+jcl8HRL1/jOgPT2LtqKXBfck/PgYhnOu5LShf0kK8C/g+aPl7DXy6s18J6iJcL6Rpuun9TMLdLiSAdSvHdhf31+3PeuIYAWW65SPIK02aEAERbXFJks80EP81gdI5lKajUwqCJxrk5/NWXWhni2CPtu+OHz+udJrwNen+CNdSEov9I3pMpUF1Xd1s0NMzgL6+IczMcgswQ5tpUnjvdAlFCuQRZdujQ3PlQDwjgIHfsyOoW7NaHMk65ovAh15EqZK5c+debFxtjQPbduLe7Tt48eKFkE7z9fWVbiFTrmkXsE8fRX+L9ZZgjPW0Zs2aAkZT7ZSBMIuQTOrjEKaxTlMCleHDhw9CEo+26Q5uHKuEdXdtl8LE2BD0WvnC8aE4N/4P7eVRxVy13SS2zXQJ8AjKqI3y8ePH+NEl6z8h4ZAhQwQU5IQwpQuTGwjg//e//wm7eXv37k3uZel2XtSnZxnaHjKizaUmDc/bNihbpiRMjI1w9eBiZZkQ1nWdtwR6hoZYOayUGtClcDJxekYh6OvpwNAoO45sWxwHlinz42mHqwcWCShdt3Y1BDsr1L15nGqwC+aNFfW4aJHccbzBRltroXf9bOLY1t6/QL5ZF++vz4wL69xtMap/ZwGs1yycqMy/Mm2PY5A5boXMvhUidhVGxLbciNyeGyH7KiL0fE9EvIzxgOtph12rxgtTPpmhfqZHxc+CdTGl+jHLE2yiA9rOA7rDzDw3NhzaLryL2draaqyLY8eOxZIlSxKc8/HSJbycPx+OEybAcdw4PBs5Ek9HjMDTYcPwZOhQPB0+HM+nTsWHM2cgj44W18tDgxHx+CrCr9oi7PJRyM7sRqjdFoQetETonuUIsVmCUJslCNm9FCF7ViDs9C5E+/ogWuaJ8LcbEOY1B2FvNyBa5p4gP1k70rYETp06JWYlNcVKWMcZfsI6qgCUKlcm0XqX0TDlW6bXY4RCLZWwrl07hTRalapV8dTfI03LxznEG/cfPhAeeWmAXIJ1XNOwcQGLQth0eg8cg16pTdcp6A0GjhgiPsBFihTBnPnzlR1OdigLW1ig7u+/o9M/XdClew+UKl1afEBtT5xMAOrUwTtp3+5DBzF35WL0GjYA9Vs0QkGLwqKTKXVodXR1UKZiOXTo8Q+mLp8Lm/NHcO7lXRx3uIrDDy8kWE4+v4Eb3s/U3lNGPfefBdZxQPBDhS8v0g/KaABmgc8uKuFchWIW0NbSgtseK+U+j73WGrc991njjZ0NXh/dAW5L53vu24x3Z/ZD5nbzq+6LdufCHOzw9Ph6FClgrnwP9O7QDIGPDitBXWZ2JJEYbKM9uvgOJqym/Sfu8e8/qoljdCaR2PVfvT/oVZo2IdqZIkBLD0/NVNnbv3+/UI2l1LwEBqV3NSdb6MhozJgxQjootbAhfoE8f/5cAENKUqga/o9/Xkb/J9C0t7fHihUrhIYJ+8KUTqPUYeMGv2Hf2NJY2dsCo1sYYGKbnLAaZIFpXUojr3keqE6EOz24grx5FLCuZ6cWagay6SNVx4Fy2MvDaNGgmoAzBLNSoBdTTrYaGeqD9uqyG+eEac5cKJg/PyqULQWLQvkwefJk6fRMuab9NUrPSfWTEIz9H9pjY5/mwYMHYqEWCJ2hEZbxXE5uqtrrZlnQsRbVXa8cmqN8Ppf2z0J2I33kMjWGh7uT2jK4e/euiI9tg2ZhCL3pUIJgkP0oKW+qa+6n+mxqHXgQ1hE+sn2yPabEgQwBJb/rVIOXvAOrvbGM2CmPgvztVWV5x4Kd9GsPmTWNN/f3oWKFcsiR3RCX9y9Ulsk79wvou2oDDLMbYsMAs0Rh3Z1p2jDU04aBgSH2bJydKKy7fniJAGqVKlfBF0dVm3XHsHjuGFFfi1qYx4F1kdZ6aNS4Mn7R0sb2frqQW+vgw8W43mDl7scwuEdr4Yhq18qxyvzHL+9oDzuEv9gBP4ddCHTYDpnLIcg97GLP97TD3rWTRZvKgnUZ0Qi/YRpvwn8eQ+cpGZw+D36NP7u0hXmBfALWsTN28OBBjU+KKhNLly6Nc06wiwseDxyIR/36Jbk4Tp6MICfFRy7iwSUB5oI3z0LQ+kkITsYSsm8BZK8WC6+qoc69xTrs1SJEhbwT8focOwav7dvhtW0bPDZtgvu6dQkWTysrcey1jQ0+Xb8OeWSkuB96dpKHv0OE33mEec2FzH08Ij4e4Jyj8n69QgJw5aMXjrxxxr5XL7DR7RHWvLwnPNKGR8f1DKW86AfYoJ0cdnw0BVVYR5WC4qVKfFOAkpK2kJ7n9hkzSHzwCOtYLuykVateDQ8+vUzT8vGUfQAHOeyA0mCwKqwjRGW6C3dZ4skX9wTpPnnvguYtWohz/mjYEIeO2QoAJ808q3YsVbf1DQxgd/JUimCdBO2U6/PnccT+OJatXYX+QwejcbNmKFJU4clKSoud0KKlfkWTtn+i/6QRmL9tDXbfOBEH3BHmUdouPZ9lYnF/+UkcTNAb+A8V/F+mH5TRAOuCHC4pAVvtGG/RT7asVu6T4NvXrH1v2qfq3qgmSkcR1/cuQ55cJuKdQEPrs0f0UEI6mYOdcCRBz6hR7+4h6t19jV5Q3zlfSVVeQFuAHx4Bvk+Td/2npwpvre/uQf7uPqJe3UDYi5MIebgfIQ8PQuZ4HMH39sD/3Gr4X1iLwKvWAs7tmK14RzepVV4B67yuJS89Dc84UagX/Oa7bUJUmTt//rzweEkJHnqxlN7R0poqfpTMIwhKrd07QjopPgKPTKGeBwh1VtqCJeghhClVqhR+++03rF69GqWLmuP5fCNQBS160y+I3qQFubUWFvapDEMjY9DurxQe3rgoJO54j706/xk7MM0A+1zhL4+gTdO6QtKM9uikQDVq3ler2oVgPawCFvQsheX9KsJ+bG7cnJkPv5XIhsxus9TBwQH58+dX1h2WrwTkjI2NBYzkcVXoTFBGdVRVFW9XV1fxfLPp6uDBiRh7X552sN8+GYYG2ZA/nxl83npKRRdnTUcWhIOEdZTWIyBk/aXHWTp8IdimHT1+S4cPH47Ro0cL0EbbdpJkX5wIk/mHEpEEbnSoQQ/RyQ0EfXRKwfx+axNH8ugoyN9cytD2EB8eZZb/bx8dRJXKFRPAug/uFzB0sw1McxrCbphCii5WfTT2//1ZeqKu6unpY8eaqbEOHlTfMZ62uGO7QrwLypQtC9+nB5RlT8m65fMVDiaKWuSJA+vCrfVR6/dq0NLNBpthJvC3MoXL/o6IcIuFbIR1/bq2FLBu98oxynhTXL6vTuLADoVNfY5DCaJZZ3+kkCVZF/M03WXvv8kALrGBXWbZTxWy8jUqKyTrjuwQouK7d+/W2Ab4sYkP6z5dvpwkpJNAHiXtvty7J9IIu3AgWYBOFeIFbhuEUKcRIKiTFpnbKHw8vUZI70nppGTttno1+JGI9LVFuPcahDj1VcbNNCK/XBL5Peb9EoMfnMbA+6cSLEMfnsVR75TZjNFY0JnsIL3BJgXrOFtJI76UrCMoKlu5fFa7C3kDelxmp5Gd/E6dOont6jVr4M6752laPq/DPgl7LExL8gQrATtJ/bbbiP8SwLqrbg9QqUpl0an9p2tXnDx7Tgnflq5cKRxFSB1exq26/Nd/gPJcJXxToxKbmmPHjttj+arVGDxsGJq3aIniv/6aoJNduLgFfv+zCboN74eJK+ZgvZ0Nbvo4KsuVUoQZoSrr95PAOg4yfqgQ4JpiKBPmdQfBL64Kb7Ayj9ugc4lEwUwiMIfqrRKIa1K9smhTl1bOV+6Tjn3tWuaWMs+sVGklqDu+cRaMjQxEvnS0tbFxzvBYUPfiBEIfHUTApY04uWIUZvdvp1zmDO6MOUP/wdxhXTF3WBfMGfI/dGyiMLi+ZFQ3nFk/Bde2z8GNnfOVy4P9S/HCbg28L1gj4JYNgu/uQdCdPXh9cg28ji6G5+EF8Dg4F092zsSl9RNhPbUP+vz9BxrWLI/KpS1QpZQFqpcpikbVy8RZapUrhtJF8iK/mQlyUnVNX6G2o6X1C0yNDVGyUB60qFkWk3r9hbUTe6FIPjPMGdRJwLoIz6spfqbJrgPB3j9ME6L6J+HdjBkzhDS9gYGizqh+I2j3rkePHkK90s0teZ5wORij9BolkqS4qGZKNc1vGZgvd3d3ASEJt7hNacLTp08jb958OD2leBxJl2jrbLAeUhqGBvrifqS8Xzh7GaamZuLe+vzzV+oHsqoD72Ruh7scQfuWDcQAnU4kpEAnEqVLl0bbBuURYRXr+RHWvyDAUgtNyumJ/gvvmQ4buFC1l2qfXwOZpPTTYs1nQq0Cqc4kZ00hhfj2Hqn2W7BgQRga6MHx/FrF8/G0w4ENY6Gnp4viRQvii596G3NUxSXIZp+J9Zf2m+lFnTbwGjRogCZNmgiV127duglwZ2lpiQsXLgipuq+RIqXEJ+E5JQg5aZuSQEcjhJYUxviWITo8EHKv0xnaHlIMj5LZzr423g9Pj6B6tSpCe+XYjuXKMvnkfgHj9tlC3zgHerctCWzWivPOkcDdw7nZkT27gXAyYb10XKKw7sFJSxjnyIHixX/Fh4d7lelEe9hi3dIpoi3FdzARvkkPVWuUhbZuNtSv8yt+LZ4XpubmGPJfF0S5K6QgCev6/q/518O6D/dgZ3tUjD9phoGTQWyfP1LIgnUxT9MpxFs5eMssoCwz5INqeKa5cyFPPnNstN0lxLBVZ9rUNQYCmfhqsLRFR7XX5AAyxylTEBZjlyHS8Q5CrKanCNiF7B0HmfvkODBN5j4RrzZPSVb66vJIgBji6YxwH2shUSdBQGkd5rMFUXI5Rj86nwDSqYK7+c9vwj8iTF2xfff7tm3bJux/aLoRziLSNghh3ZDhw/D3v+nj8TQztJ2U5KHvuMHig9eqVSthG4QdyOq10h7WvY/wFzO3jF9yLiHBOq5zmJjg9z8bx4F1dvfOo1DRIkJFY/K06YmCt70HD2LKtOnCgcT/unRBn//6YdnKVYmenxo4l5xrqHK7eu06jBg9Gq3atEHpcmWhbxBXukPPQB9V6lTHb41/R46cJihS3CJR1d+UPEdN5/4sknWUAvihAo39JwLU1O0PeXkdfvdOx1mo0qruXE37vtw7LcDculGDUCiPYtBevVQJtKlbC12bNFAuPZo3wvAOrTG1e2csHtgL60YOxNYJI7Bn2lgcXzANF1bMxbllc8Q2/19dvRC31y+F6+5NIn6/OyeTnbdw1/MCyG1dOFoYUOd7xFBfD4ctpypBXbjrBYS9OAX/82vxynapUN9NzoA4vc7JYWQgwBsBXPw0COSK5jdDGYu8qFi8ABpVLYXWdSui9W/l0bBKCZS1yAv9bHE9We+aO1jAumhKCqagXqTo3JC3P1QTUr0ZqolSkoh2jdu0aQNTU9MEz4WSTbSRlRzJO4Iw2kmWJPgIQKiyRwm/zBQoFWWWOw8WdiuMl0ty4di4wtjcSwcLe5bC8PblhN2p2bNnK7N84tQNmJjkEmXTt0sb5QD5awf4yblewLo//xBlyn6dFOgVlJOtf1TKB9kG3TgAIHCtDlpWySHgEyEW7SPSQQPNaxBAeXmljR1GKS+pXX/+/BmNGzdOUOfivxuk/4Rp6ozW02urubk5cpoYwfXqJsXz8bTD9uXDhWpsubIlESYLTDSbhMqqDmCk9BJbU6qtYsWKou0kGmkSB1gHqc7LZ0PV+JQEqrozD3379k3JZWl+rjzUF/C0z9D2kJw28y3OCXx+CL/XrgRDIyMc2rZcqcb62f0CptmehVEuMzRvXhWwVueg4Rc8XpgTxjmMxAT3uvkj1MM6D1s8ObsRprlyoXDhQnh7zyZO2dttpykcLRTObwLPpfqIttLCW8scODg+P8xjzGNoacWqdteoWhGylwpVWsK63p2afB2s8zqJgA9umD9/vpAaZfthHWdd/5FCFqwDECGPygJ1IW/UlgFhnWF2IxQsWhgb7W2EiLhkgDWxhkBVx0WLFiU4HPbpE96fPo23hw7h1a5d8Ny4Ea7Ll+PlvHl4MXUqHCZMACXYQlQ/6tHRiHR5jPCrxyA7uw8y+60IPbQWoXtXCJt1tFunusgOrkGk5xOEv9sCmWuMdJ3rSIS9tYbvzfPJBobxgR3t7IV4eiLyy2WEea+FzLmfEgaGOPVBVOB9UOh2ytPLGmHdUqfbCI1SqNQmKKDvfMe9e/fErKum26Cxa9rLIKwbOXEsWnZso7beaYIeP+KxPmMUsI7SbYRm/ODUrFMLt1UkwNLivoOiZUK6gR1QVUgnbVtYWKBM+XJ4EuOBdcPh7chunF2obCxZvjzDwVty4FxyzqEk4JadOzF94Vz0HNYfDVo1RU6zuINEy32b07Uu/ug26+g1kvWWKjw/VAh+nWwoI/d9poR0Z7euROtG9fD+pr3YF/XuUbLjIdgJ87gtYFoBs1wwMTISZWuWwxhF8uYRzibocIKLnm5cmJTYYC/+/lzGxmhQqTxent6brHxFuJ5HwMPDGNqtDajyyvhy5siO89sXCFAX5miPKO87Iq7g27sErCOw2zChBxYN6YTVo7tizoB2mNq7NUZ3aSaWUf80xajOjVG5RCERX7WShdGsZlk0qs5FIQVXr1IJVC1VRCxliuZHsQJ5xFKpRCFUKVkI+cwUklVF85mhbf1KGNyuAdaM6Yqb1lPgd85SmQ/mJcFyegW8j8xHXtMcYvlychm4+J1cis928/HZbgF8bRfAYetEXNkwAde3zoD/VWuEPDyQrDJLEaBTBX8hPiluQpRc4gQMpYaoekmoorpQVXTw4MEpjje9LyC848BqwYIFQrKI0vnx6yqN8dMpwM6dO0EbeeoC1fqoqihJeNO2WmBg4rBEXRzpuc/Pz0941DTJQSlOI2jpKKQ4ea/MM6WWVPvNdvZXYJwjpyiLfv+2jTNATm8wEOFyFJ1aNxawTtVmHSXCOKFYragegtdpgRJ10hK8QQ8d6hUUE/qUwqKmBe1HUb2Tzzcl3kfT8zlQ8nHPnj1KuEszHpLKK9fSNp8LnwkdJtFRS/xw//59AZrN8+TAm7tblLBu3byBwhh/zRpVIJcn3ten1KFkO4/pEPzR2QXVVJkH7pPqstQeCCEOHz4cPyvJ/v/27VsBUHPnzh3H/p6mCPjMCWz5LmF+2H8nvPwaz7Sa0kvqWLS/RxwnBendFjJz/MEvDqJhnQrIbmSIEzZLlO+IEI/TWHTqHEzyFUSDOsUAK/WSdc+WmMHENIfw9Lpy5sBEYZ3jxc3IY26OvHnN8eb2DmU6LJvnlzYju7ExChTMjT3ji2B6t4KoWc5MSOz9EmPvUXrHFS1SEPs3zVJeT1jXq2NjBaxblRI1WJrYuILIt7dw57IdunbtItoO08mVK5cQFlLXZpOqW5n5eBasAxAcJUvXQVpaDLK/VRzPAjyRPYcxcuczx6ZTu4WdK36ENQW6PCflTtdABxSR4ZCHhYBOKLhEB/pBHi4TycojPiLS1x7h77Yj4pMd5OHvIY+Kwjt7e3hZWcF1xQo4z5kDx0mT4ji8oPQfnV08GTJE2Nh7MmgQHMaPh8/Ro+J6Ri6XRyA69CXC3+1A2JvliAqIVbt4GfQZsxyvYdzjCxj24GwccDf12RU8+fIhXYvlW0ZOA8oVKlTQmAU6H5Fg3bjZk9Hk75Y/ddtzCfUR9993aH/RKae3L4Iz0SmqVyfNYV1AZIiY+ebgRwJ0qmuKjxPY+bx/h/mLFogOI1VLt+7c9d2COnUwb8Bghf0pftxbdW4Lo+zZsXzn+nSti74RmWfgqLGRpvLgDwvrKOWkClI0bMs/PlXCumrlSwuo5XJ2v9hHddjkxiOd53NmP9x2b8LzHeuwZnh/OO1cr1YNlsdvrF0spOcOzpoIm6ljYD1umJCy43WUtuO+Q7MnKiXsZvf5F92bNcT7Zxc05kv+6SnocOGZ/QZULhPr/dOigDkeHVsrQB09wso/PVHGowrrEgAyFWjmd3qFgGO9/6wj3n8z+7QS/7+cXpkQrKlc53/eEl/OrhLndm5YTVy7e3pvxbUEbmdWJXG9Atx9ObUce2f2FddbT+gWez2B3all8I0BdoR2tGFHpxNBt3cKm3fSM0qXdah69TlNTZOSS9KgPrE11fkyeyAcuHTpEtiPpEd0SvPEv58SJUpg0LT2Jh4AACAASURBVKBBOHToEOJ7H7148aJQ8+M148aNy1S3++bNG3Tp0gXMf7FiJVCqVFnUrVtPSCtRconHpXDk2HlkN6Y9SC0M6tVZKTWTEfAgwvUo/u3wpwBHdI4hBapgEqoWMDdF378qoc+f5TC0Q02s7pkHB8aWRJuGVYR9NQIxLpk1EOLSXAPBmATEWM/KlSsnYBbrDmEZ+2N0JKEuXLt2TfSlChXIhU+PYwCGpx2WTu0NSvE2aVSPowV1l4qyGTlypBLKUcKUtvS4UOqUcdNDLeH0smXLMHHiRKFGTnvhXyMxGhISIvrfZmZmuHLlitq8xd9pY2MTR/qV5UJVdrZN5jWjg9zXUQl7MqItZOY0JFhnnN0Q5/YsUpZLuMdxrL5wAWYWxVCrXC5hI1NSfSW4i9ikCx9Kv82pghy5FJPWiyf3Abxi7cmp3rfzle3Il78AzHKZwuvmVmU6POfj470oVaIYdPX0kMPUBNo6OnHe11ra2jDJY45O//sbN46tQqTbMeX1cWFd4g4mVPMCDztEv7+P9z5vsHjRQuFVmW1YAu2UquYE0I8WsmAdANoS+lYwLLOnS1tOxcuWRJkq5YWXSMKYpGAdbZPQ61BmDPQyG/rmDQIdHfHl4UP4P30aZwl88QKBTk5xFpmPDwldsm8nWi5HcGQEAiLC8CEsBB7BX+AR7P/DStRJBUObGnRSoCnQ3oWkBjtp8Uw0bNX0p217BHWPgjxwL9AFvfv2ER84dtokWFenQV3cTGsPpl4uIp34ziUkYEe1DKqu0FMvO6zNmjcH7cKpA17f675uPXqIe2Onc8bM6fAJ/iQ67Uu2WqZrXfwY7q+paXz3x35cWPdOCaGSA2ao8nr30GZRxxrUrKKEd6EuKfceGvn2Id6e3KMW0H2trTp6iA14fF7jvUX73EOooz3WzhiitE/H90L7ZnXhc2O3AHWUuKOTB9WykT23TxYs8z+zUgCy7s1rifKa0LWZApidWq7x+i9n1+DL6RVCAo7SdMzT9sk9Y2FbkrBPAev8TizFxrFdxfXjuzaNvZ7A7/RyfDm7Gn4nl+Cz3UIEXrESzifkH1MmIalaLsneDk35pB7hCCVvWBbspxEK8b1OA/U0XH/jxo1MI92UkpedZPOOJjQo3cP3Nu9RWvif+3mctvEoUUFvmzye2eAknxFBET16vn7tg3fvP8Hf3x8ElPHh1oFDp2GU3RiUThnRr3uiUi9xB7Jp4xEz0vUYenfpIEApYZFq+PDhAzp16oxcZubIlk0fOjrZoJctG3KZ5hR2cFOqXqkad0Zus9zpLIETlIR2rC8c9HOh5gE9J9N+YvznIuXx7NnTyJ7dCL8WNUfQiz0KAOFpizlj/xVxdWjXUjo1wZrQkxKKTJOOJgjEKPVGw/hcaOOPkmsE0QEBAWAb+Fqbf3SOQfBIW3mU4CMIZBloCoQef//9t8gnr6FKM9ubVE6dO3cW+dMUR1ofi/a5pYQ96VH3v6c4JVhHaeT9m5cogX6Ex3FsunYNeUuWQUWLbIi20hbqqX4bjHFxXlGM61YCVSsVQs78BaAdMxmycEKvRGGd641dKFioMHIYZ4fHdWtl+X95th/9u7eFQTwzM6zXhHamefPhtwYNscxyKT45J1RdjnKzRbf2MWqwyZKss0OY9y1cu3oRLVq0EICOdZFq93RsQ+nUH06zI6YBZcE6AJR4yOzQ7Fvlj8bXacOqQ9+uAtaVK18uSVg3a9YsqNreSOuXdVZ8mbMEbG1tUb9+fY2Z48CB9mioBjtp6Sz80bLJT9v2XMJ8cOmLAx4EuaHXwP9Eh4gdIw6w2CGq17hBmsM623MnRDr0TicBOtU1Je44w0z7P2PGj/+hIJ396TNoGdNBZufc0nI13vm8EQs/+Mu2r03XuugbmSVZp/HlkFkPEpxokKaLfyzU5TrWzhgj2tmEft2UsC7YKXUOCeicIvjFFXy5fxq0L8fF98ZxsfZ/eBaBTy8i+PkVMP7PN+3x+uiOROGet/1ufLx6DP6PziLC+4HG+4rwvIKXZzejyW9VxL2wA26gr4flk/or7dNFeqj34EppvORI11HdlGqn/zatKdIY2v4P8d/v5DLNsO7cGiVY++u3CuJay5H/U+5LWjIvRrLu5DKlZN1v5YvHXk/JutMrlHkIuGIFfEqmt9kU1JX4dUf5X/YxVa2hbdu2ymdFSQPa5tqwYUMC6bNURZ5JLqLdNEqhcXCmzlEA3+2ELayvhAnfa9iz7zgMDbMLFbWxQ/pmKKzjIHpwn+6iL0DbgqqB8MrT0wuXLt/AuvU2mD1nJVav2Qh7+xPCw2hicEs1jsyyTRhFb8Tz5s0TdtxYZ+gplX3ZpECW7dG9wrlEuZKFEeWmsMEV7X4UEwYrzAT817uLxtuktJyk7koHK7RHR1V1LpxMJWimFgrbcNeuXUUeKcmm6pFWYwIqB2nXcfLkyShfvrwwws/+Du3WUW0+vuMMlctA1W2WB8ulT4+OuHvlMBbNGoE6taoI6UHCu4yUrmPdkr+5qIRF3xNYS4+8EtY1+q0SDAwMYbNxvhLWRXocx847d1CwfCXkLVwQtywrY/5/RVGjUn7ocwJAZbJD2p40qh/kHsfVlq3n7T2wKFpU1Hc3fgvpQMPTDtcOL0W2bHpx4iM4rF6vPvqNHAGr9cvw8NwOyFzVxxviYoe/W7dIps06O/g6n8esGVNBNW7mmyrsbBtPnjwR5hFYvylZ9yOGLFgH4GNEQLoO0r4VaEuLdJ8Hv0bTDq3QrEMrAev44la1YaGuURDUUbpOXXBx/4ITZz1w+Lgrjti54pDdS+w76oxDdi44aOuCfYdfYvchJ+w68AK79r3AVhtHbN71DJt3OWCrjYPYv/ugkzj3qL0bbt19C/+AcHVJZe3L4BKgl2DO2mkKhHXsTBPWTV4+B7+3aPRTtj3nUG88CfbCjQAncf/d+/cWHx8OtgjP2Ilr0LwRbrx5mqbls2LDapEOO4CqkI7bjRo1EpCQaS9blfGOIdJTUu+I3XHUrqNQtWNnYvNmKyWoc3dTSBuuPbAlTcs6/vuX9gJ/5PDDStbJPmmEWkrAEgNpQpyvYfoQhaTs/NEDY2HdC/VgK/71X/ufcI9SfH53Twkw53vzuIBzQg03ngScurSozhrmdBqrpg6EsVGs/bDalUvjka1C7TX06TFEvkpCUvCzAyLc6Dn2GGTPT4DwT+ZoL+y9Bd+xQdCtHUJd9cuZlfgnBtb1+atujArrGgTd3KFcAq9vESqogVetEXB5EwIurlOCteY1y4p32qKBbZX7kq0Ge3IZzq0YLq4vkNsk9npK1p1SwDqCuqg3KfOYq65cU7QvNHWwjkbrOYjhYFxyuMD//OZSaps2xKgK9yMFqg5ygEaJcGngyTXtgRFSZKZA6SjCoXPnzuHx48dim//pMZUSa6qga5fNERgYGAlYN2nk4AyGdXYYPqCv6IcQZCUWoqPliIyiymtiZ3wf+8PDwzFz5kwBJymlk5hdRNW72b97A/T1dFG1fHFQnY8AI9LtCIb0ai7a39gxw1VPT7DNekupPtU6q2mbbZomSvidVa0nCSKOt4Ptnbai2a9jHPReSwkpqrJyUphtJ7H4KOXHyXWq9c4e20UhefXKHlZLhiKbro54ryTlcDBedr7qrzwiGHKvk2qBUnrAsMweZ4jTQTStXxX6BgbYZjlbCevkHnY48fA6ilSrBV19feTKk0s86zj1S0sLeQoXgl6MPdwRg/sgOhFY5/NgP0qV/FVM1jlfipWse3ffBh1aN0HxYkXQqmk9LJ8xCHfs1yH4pS0iPE5AnoRX3CBnW/zVsmmSsI7xXDu8HA3q1VYCbkpT07uxZAuT4J2q3Zrg81dVvm98cRasA/Ahwj9dB2nxB23f2/823TuibrMGAtaVKl0qSVhHWyPqJOu8XgfC0uox5i69k2bLUsv7OHXeE+w0ZIVvWwKEuBwQaAqc3ROwbv06TLVcgPrNGv50bU+yU3c/0BUOQV7i/nv1V9hNateunRLWNWrdHLfeOqRp+UyYMVl0DqmCoQrr6tatKz7mBoaGMM+bF3TIkJ7wLCPj3rV3n7ARxI5K2bJlYWt7VAnqKFnn6PhUlMlmu91pWtbx3/N0ZPQjB0ojsIwzm52ory5zmW+KYd3YvgrVykXjBithXZDj5RTFkyK4kxbSXH6OiHp7F/eOWqJ2ZYU0BZ8nvb3OH90LwU+OKiTqHI6D6rFpkb+w5/Yizi5/KdTum9evpkwjqfjDHOwge3IUzepVFfVu5tCuAgSGPNiPMOeziPS6hgj3S8LeXrjzaYS9OKlcZLz2mS2CbmzDs/2LxPUckH48t15hl+76FgTf2Y0It0uglGBSeUnz4wTEqQy0u8XnRokDStVR2p2DdO7jYmxsLFT8Tp48+V3b9qGEEU2yUCJJujcCiObNm2Pq1KkggMlsgaqOHGRywohqhTlNTYVB9Dx5zNGkSRO4u7srs7xt+wHo6xuANp9mjB+VobAu2t0OIwf2EwNjasqoBpYr1TRdXV1BOMwB86lTp0AzKHQylpmceqjmO6ltFxcXAc8ItaiWmhjAUsQTjZ3W9D6pg7o1SithXbjLYfTs9IfoS82bG+vZV13aLCuCMNZdpklwJtVjTWt61qVH2+QGAgzaqGOc9WuXwcmd0/HowiYsnTMKOjraom9ENVt14a23F8zz5BYOM5ZN76mEQQ9PLoNxdgPxXqFpm4wK0TK/LOcSKgAs1OkgWjSsISZmNq+cpnw+hFs2BzfBtLBFgjqlo6uDYha5Mfifsji+8neYFykszhn0XzdEuau3Wef7ZC8qlikmJNkent2shKVMJ9DxIHzu7kTQi0OIjoHWyYWcgS+OoUWzRhphnd+zA5g3vjfymZuJ+kapOvYxad9TcxvNqFqZMelkwToA78O/pOsgLf6g7Xv7367X/1CnSX0B62gYd9OmTRprJ4EMjdDGD2cueqUZpFMFfjv3P0dgUET85LL+Z3AJWFpaon379hpTpUoFOw7rt2zC1LULULdJg5+y7d0NdMGjQA/lvf83SOFgQoJ1VEVt1vZPPPj0UnlOWrw3Bo4YIj7MkrotgR3VLjiYK1S4MMqWK4e8+fL9MKBu/SYr5MmTR3SGly5dHAfSSSqwT588FmVic/5Impa16vMioP3RAw1ic0CQkZ33DCnTML8UwRpK1k0Z1FOUxaQBPZSwjrbs0hzqpBGkozTd5yf2GNGzLXR1YgeNDWtXguOJjQqA9swWYc5nEP3xcZrdR9jzEyLunu2aiPLKk8tEeJyVOdgmmYYE+v5sUENcO21IV2U+I18nIfUXU24EeB9u7RXXs+6q3itB3Td7XmG+qa7aS5YsEffDbwiBCoOHh4dw+iWBPAkG0MYPpd3p2fJ7CgQd9Hgr3QfVXgmVUgIxMvJ+OaikXTo6DihUqDCa1yyOhtVLoWmtMhj3lym6/lkPRkbGUJVSst68G3p6+tDW1sHK2WO/Caxjv4DqmlKgrbXVq1eDaptGRkZCEo2QSVc3GywKFxHgR5MknhTPt1hTSoz1hlKMtGvIe1ENBFbsf/GeKW2m0UZcVCC2rp4IXV1tNKpbQQnrQp0PosOftZEtmy7Wrl2pGn2CbZYjJ65ZfrSzdfXqVVHWtWvXFnbs4sM75otQr3///mq90yZIIGbHlClTRDsxMtTHw1PLlSqMF/fNRQ5jA/EcpfdE/DjcnC7BNKeRgHpWS2K9hfrc34FC+RUAsFevXgnKMn48afU/OsAzC9apwjrnQ/irSR3xnti4dJLyHeF+fQtqVCkr7F0q3pFaMDAyRJXy+bGgV368WGICmZUB3m8pAguLPKJ+/NejMyLd1Nu8/PxkLyqXLQbdbNlw+dhGJaxLLpRL7LyA50fRvMkfamFdpNdZ3D+3A3+3+F3YxGTdZ9s4cuRIiup/WtW9bx1PFqwD8C7cL90GaaoDtu91WxXWFS9eHBs3btRYb0m9ly5dmuCc67e9sXL9wzQHdkeOu2VJ1iUo7YzfsWrVKtHZ0ZSyZBtk/TYrTFw5+6e0WfcwyB33g9zivHOGjB8pPpgSrGMnrsVfLUGbkWn53vi3V3eRTseOHdGpUycULVpU/C9Vpgw6d/0XFStV/mFg3bKVq4QUCTsrkydPVIK612+94OT9Ej4+r8U+qiPxnEPXT6ZpWas+tzdfMfjW1J4y07ETJxT2EGno/YcKdAySAigW6noTltNHizr1T6smSlhH+3IpiSfdz/3sILyaUvrs8NqpKFLAXOSZbSFfHlNsmT8Koc9sBQATaq+eqbO5p+k+CMso4fZf5xYi7U4t6iuAm4NdkmUlXctrmOdJAzqrwLqbSV7PfElx6GVTeBw9v31BbBzu3xDWUZozlYFQggMblsmAAQMSxPLw4UPQKzvV/XiOtNApBZ0JUGoqswfeF/NNIEmvnlQhzWyBMIgQdPTo0cLEBCfF6MCJTkB2D8uHyE06iNykKwy/z+tVEbq6esKumHQf6zZsRTY9Pejq6GDn8oyXrBsVM4E4atQoKUtivWjRIuTMYYSGVQqhee0SGNSqOA6OyAsXy0ro0KyGcDImqaZlFskXqoLSID2lGSnNRkdonLAklGOfdMeOHUI1uVu3bqJeUfMgUcnM6HDg411sXTZcwLqm9StC7qFQgw1+cQAtGlQRBvdtbHbEKbf4f/i9ZH5Yj2mfTrJHRztxT58+xdGjR8VYa/ny5eAkN51h7Nu3L0Wq3XJ5NPr1U2htVChTGCEvDihBy+PTK5DPPKcAhjduXIufPfHf6fER5DQxFPe5c/UwJQzyc9iDcqUU7w/2IxMtK7WxpnanHNG+z5X5TwwA/Uz7Zc6H8Xfz+kLibe3Cccrn8+j0ehQplF/AOkLeerWLY+uoInBfkwdRVjqQPMNGbtRCxcKKybke//yNCNdYT62q5ej3dC+qVSgBHV1dnNm/Os2egf/zI2jWpIGA21uWjVPGG+x8DDs2rUDp0qUFPKc0OL1/U/o1s7xTUluLU3tdFqwD4JMF6zQOUulcQpKs4+CeqhWaAl2SE9zED5R+O33BC/uPvsSeQ86gRNzW3Y7YvscR2/Y4YPue57De6YANW55i1cbHoIrr4tX3sHj1fSxadRfL1j7Aqg0Psc76CTZsfYrVGx5izyEnBAVnSdXFL+tv8X/FihVJwjqqR9O2zIYd1hizeBqa/t1SY91TBR4/wjYl6qj+Gv9exs1RzH6qwrr//e9/8JB9SHBu/GtT8r9Dp45igMPOqKmpqfgQVq9ZS4A6wroq1aqL55ORaqrpkdbsefOVNpuaNm2KN689BZjzefsap17dwIlX1+D45gXev3uL/fv3iQ7rGYfraVrWqs/lR3cuwfcNVaE48OBM/g8VUgjrwj3v4IrNWlEWFgXzKWGd373TiHr/JFkQSRPg+tpj0e8fItzptIBS7he2Cs+uErChNEe3No3w9rqNElpR+i363f10ybcEywb/+5cor7ZNflOkmxxY53RKnNujrUIqb/x/HZV5Tq6NufCYOArmVRis3rtiojIOQsyvLetUXx+WfDU3dW2NtmP5TAmGElNxo+QQbaf17NlT6UWW1xD0tW7dGgcPHsygQbi6O9C8z8vLCzS3QntvmTWw3IcOHSqk0GhrjJKANMNAVd25/5gD1lqA9S9iWdW/rPgGDRw4UHk7q9dsEsbbs+nqwmZVxkvWjR6sAKIEWqphzpw5KGthBrcV+RC0Xh/hm/Qgt9KCbKMeejcpKNR6OVk/bNgwcFKQYPXs2bPfdJBN1VzCaOk9p7rmO4/PhP0hyZvy/9k7C7ColjeMG9dGUsUWFVtURMVCsRELFBW7xdZre/Xa124Fuzv+IrZe49rdBSqN3QUi8f6fd9Zz3IVlQQSEZed55jm7e3LmzDk785vv+16CbJZz+/btQlnY19cX7969U4g7fPIB/PdhzXdYV9/GQoZ1H+5uRY1KJcVx6B6sKfF47IcRpvAa6LU0depUodpMFVoqBhOcc0n3aarC/iyoiAwPRu/urUS5bauXQoS3QgiDIMb/3EoUL0J117TYtXURAFVLQ157oM855DE1FtbWbtN74OF/bji4fiwm/umMHMYKEReW4cGDB/j06ZOm4v76usgI6JRgVS3fQrx2waFxLfHumD/5B9D/6vU/LJ3/N/IWKylUWTdMqYFIvm+Wp1HJ4UvTwrKIIi6tU/MGCH24WwZmyrDu3e2tqFyex/oD+zbMUruN8vZx/fzx/m40qm8rxiTTJhA27sGrm1sxqn876OtnF88G3520OKY1bGpOOling3WxDlBb9WiPyrbVsfTgJhQsVBCurq4an5k+ffoIAQF1G4WFRYCx67x93+PN2xCEh2uONcdYdCEhYfjyJUwISbz/8BVS/hIcpu4Uut9+Uw2wg0aBBE2JQXypQuW6djkGTBqBRi2bxNr+lKFHcv5MKzi6rZ4Luo0T3ldw1OsCDt47g63n98Pj+nH4hrzA9U8K11daWvl/fSXK/uBLEP6aME50qCRYR4uB7sP6wifkeYLVz6PgpwKmsqNKyz0GIK9Vp64M6oRlXblyMC9WLEW7wY79Hiia5eTs+f0Hd2WrOrq+Xgy8gaP+5+H9xBuXLl0Uamdbju5OsHpW10a/hH/V9FhoxbrDhw+LNjx27FitKI9ciNAPPwVtwp5cw6sL+2Vxhks7V8rA7qvvxZ86Vrxhj5IlYMSr2wgLuoqwp9eBN3cQcncv3l7ejr/7t0eWzJnkAWylssVwfvtcGVbR4k24gr65nWjXLEHDIV0cxHU0qV1Zcf44uMGGeh4W2/ZqYyf25TF4zczhQRfidM3SMSqUUgR6nz+mt3yMb96/McYgXa9/Ia1cuVK+r5s3b471SIQZa9asQe3atcUASYIZDCFAyzAGw9eln6sBghXCFioV3r9/X8Sj4+eSJUvBplxerOvLnAebBxXC7C5FoZc1E7p27SqfZM48VwHrqHi4ZeFI2WomrgPhX9mOqpATh7uINkS3S+VEiJXL2AC3puVWGfgT2E1zomhBetADh1aEFKSjFRvdPDW6lSqfIBE+0z2aMIzt2sgwOxwbV0XtqmVgUaoACuXPAROj7MiWNZNw95TavgTx+AywHIwpSHA5758hOLB+LKYMdxYiC7WrlsbHe1sR/GA7nl5ZhYoWZkKN+OTJ4/j2LVQAb1qehYaGIPTrBwR/foPPH17g88eXOHH8KCpalkP67/HqCMoZJobXyliMFEkhZOSSUIz/sVHddzVVF2Hd6OFdhEBEq8ZVFQIR390oP93bhjZNq4vn3XVOb4SGvBFAhCq4tM6la+zpUydRori52MbczBRFC5mKWHUEfFI9EXISRLNuEhOoREaEIzLwWIKBol95PpLLvoRyTk3rCjf02eP7qbwjXngdRF3nDkiXPh1WjbMSQD0arFuWFlVKG4l72bRhTfB46sr2/s42VKtkgbTp0mPXqilqt1G3X2y/hT5yR5vmdcUE0bjhfeB1ei3q1lKISPBZaNSoEe7du6epiaeadTpYp3ODjXWQ6tSzAyrXroalezcif/78MYI46alhDAN2/HQpddUA3SMIRzQlqgQzTs6SZW7oPXYwmjo7xtr+1MGP3/3bo5Bn8Pv6Ep4fA3HG5zp2XzqCFQe2YKn7erhtX4NJ86Zj4Mih6NS9C5o0ayKCfDs5OaGpQzPUrV9PqOba29ujfeeO+GfmdHTpolCDdXR0FMIPhHV9Rw6Gd8jzBLP8ff7pjTArFx1WIyPYN2uuAuqatHAQs8tmhQunWFg3YtRo2QXM2bmtEI+QYtNFXR4/fkx0gm953Uv0NhgRGX3WWtNzkhLX0UqHbSsmJfCUWCZxzd9+DtZFvr4j4FyzOgr3zCFd2siw7sPNY3GCSAkB6cKfXsfn+//h3eVD8vnfXdmHjTOHoaCSy6tB9myYM6rnDwGJ23tAi7OI51cT/VolWDeip5NoO41qWilgWRws60K9FLBOAn2MtyfDujiqt37zOiL2qV/dUpz/L5c28jG++SSNeq/ae/2LsI5wQlKDjerGGNtzyPh2tIAncJEG5FwyXhBFpGjho0vxqwG6hxLIMRZdhoyZRc6UKSuyZ8si/rc4WSfBmJmzFopBOO/jtiWj5eDxsQ2AE2S9nwcWTlRY1ikDRJZ6yZIlMNTLjCMjjfDFNT2+uP6BYLcMwq13lUseZMyURagO0xqNqqqvXr367W2GVmx0qWM7NiuQE54nliDEcydeXl8nrMUu7JmJncuGY8KfbWBZ1gzlS5vBrGAeGBroCZdWggNawHF/LjNm/EPAPYrSGBlkQ/P6FdDRwRodW1ZBDuNsyJQpI9o5t0L/fr3Rt29v9Ovrgr59uqFPT0e4dGuGPj1aoJ9LW/Tr0wOOLRoJV1PlZy2mz1WqVBbWfhSHoeWeh4eH2sy4Xrt27cL27dswZEBnGGTPgjbNqmLdvIFYObMvXKf2xvy/u6OVfTUB8qpULIJ+fboK4RlCSbps04uKsSAJLZWvh6COKriMgcfwAQb6VCxOKyaA6br7s9Z/cX6SOGnmo14AIUHavFIsuJRyPMK1tg4NhWXa9DG9VWDs50d70LZre3H/XIeUUAvrIpanQ42K+cT9rW9TESEPdqoFcR/ubUft6pWQJm06bHEdq3ab+NQZVZQHdHUU19iwYX0UMy8q2pKBgYEQCaJLuC4pakAH6ygw8ZvVYB98CUz0weKvwI02vTvBqlZVASJoHr548WKNzw9jGDC2gi6lrhqgCX9sarAcyHOmconrEnQd1gctOrZO1m1f3XPzIDgIwWFfRVyRVatWic7rvHnzxMwn46EQtCl3bmL6zE54gQIFRJ2xg8Tt6PpK0Qd2DjmbW7VqVTAG2KmLZxH09TVokUcLOXXXpem3K563YGmpGJDyPPoGBjDNnRuFzMxgXrw4cufJK3dGa9rUSpGwrmfv3nLHslOnjnj08IGKRZ0yrFu/fi3yF8iPY5dP/3RdW/AzQQAAIABJREFUaqpndeseBT9LFS8CqgGybdF6VqvSt48/Da0+3jqG9TMV1rKG+noIPLVbBma0clMLaJSs4eK7PvzFTdB678Ot4/L56H775vIhbJw9HmWL/QAwFJKgVVrgqQ0CUDEuXajXEcTVhTS+16i8nyQwQXEItp161crLsIxWgMrbRv0c6nVUbDvGpY3Yt1/7JvK+cS1D6EPFMZyb1BbHGNjxB/D7rbAu9N0vP0L8r+V/0aFDh+J1LA66z5w5A7pmSu6BvEd0GeT/1L///pt4A/N4XXHK2IkCB4yT1q5dO2HpTosp/ufT3Yv9J8kCbdr0eQLWsb53uP1QeozPoPin9/HzwJLJfZAmTVoBcJRrli6tRkZGqFomPxytjdGqWk60q10AYx1zYMsoSxga6OPEiRPKu/z2zwSgtNJh+zU21MOpHWqsg3w9EOnrgXe3N4FCEc+ubsTtY27Yv3km5k4fg9492qNWDUsULpRHgCoe63dlwjEJHsblGggVmeOyrbpt+F+RP48x6tWwwMi+LbDDbRhO7ZyCxZN7YM/KUSiYXyFSQLBLlebESOHBrxMMEv3085BMQR7dVju2biLGC5OHd1WBdSGPPdCtTzfh5jyvdz71sG5FetSxUSi/V7Uqgw/31MM6Kr02rFtTtJ81c4Ym3H3w9cDy2SOFqy7j4bHtmZmZCX6QmFaaidE+E/uYOlgH4MVvhHUEdXSDUzfISy6/Offtgoo1q2Dp7nUiOCtn1jQlukJyVkeXUlcN0D2C1mKaEsETY9axDXXo2w1O3dsn67av7hn0//ActFYoUqSIUNJjeydckzo5dDGldVr9hg3QtXcPjBr/F9Zs3YBBI//Ev5dPwfv9E2ExJx373gtvYbVAdxd22iVYR6gpHZPL0qVLY8WKFfjw5VOcgR0t83a47xIWc7xGqr0qH1P5MwcFzVq0gPu+fSkK1u09eAgN7RSucCzPwIEDEBTopxbU8fchQwYLq5Gjt84mSdsLDI1/sHhNz1JyW8cBGuufqoxaleIB60IenxOusPlMFaINf/XpLMOzd1cPIzTgskYQFRVMqfse8eoWvgVdRYj3eWFB9/76UfkcBHTMry8eENCwbDGFm6f0vDe1rYxbe10F3KKqaviTi4h8feuXr0nddWr67evdfeIaJg3qKNoO1Wcl6zgq1Grc97sbrLSvi3Njed84w7pHx8Q+tMpj3XR2qCcfI8zvtMbza7q2X17HOIkJkBjvKiESXeOWLVsGa2trlf8Pur/Rop7WU7r08zVAIEqQRKXYjRs3ihiC0lGmTJ0lYGuWLFnxv+Xjk9ayztcDy6YNEi6tbdu2lS5JLF+/fi2DL+l9wqWxsRGWLFkMhsEJDAxU2Sc5fKGqLftAmTNlwKZFA38KOBDiRfrvRYSfB97f3YbHp5dju9ufyGNqhIJ59TG0Ry30cq4G52ZWyGWihxzGemhlXxFtm1ZCu+aquU0TKzg0tESTOuXRoKYFbKuWgU3lkiLXqlIaVS3NUbyICYqa5RJWgAXzmQhQlsfUELlyGIhYccaG2WBsmAVGBllgkD1zlMzfmLOqzYb6WcH9c5pkQ+6ceiiQ11Ccq1TxvLC0MBNArl2LGhjUozFmjemE7a5Dce3gbLy+sRHh3u6IVAZXvnvw/Oo6YY3INlCnTp1Ec4WNfPfwp+6ZtgA5TeWgIETX9g5iknrcoPYqsC7MZy+G/9lTQN3p7Q0QGSVeHV1iI1ekR5tGigm80qVLIujqDwES5fN+ebALzZs0EO9+1yl9E+w+fH6wCxNH9hbvOcJnWnSyHxkWpgtxFfWdqYN1vwHWeX15kiSDRAkG/OqyXf9usKxZBW671irEAWIRmKArHwOz6lLqqgHO5McWs44qdLQ+I6xr06U9nF06p6hn4aL/bdSsqZhhYhwRybUia9asmDT3H1zwu/3T5fn34UWUtbAATb8lWEfgx2DUDP5NwRYbGxth0cAOEWeeDh47DM9gze+ROx/9MHb8OPFHniVrVkycMgXu+/YLIOfYqhVq1qqF6jVqopatLfr0648d/9udoiAdhSl4zeUrVBCdCNbZ1KmTQREJZSs66fOd2zdQtao1qlSzxlm/mz99n+L7Hn1JN8pUkE6ePCnuA6G9VqVvn34a2lBIgrBMUoXNmCEDjq9bqALTPt4+LmLJhT+7DikTvn0LvCJgHoHeV79LwlIuxOcCgh+execHp8D91IE5CdBx+fDINozv3w2F8uZWgSt1q1rh0Mo5CH5wFKGehxD66BgiX9746fL9Moz6bkVIaz7CuenDuorrrFahpAzLYruur9/FIWaN6C727dm6kbxveMDZOJWJIhI8/+TvsNCxQfWfPkZC1YXKcRII1iXGc8hg8tKkmwRraCXO/6rkLPiQGHWRkMeM6j44afJ0MYjNljUb3FdO+m2wzsGxZTQLSsY044Q8PQooLLZlyxYRm49WVZJlYELWTUIc6/jx46KPlSFDegxzaYbz/5sp3GE/3NkiIBR8NbtYfnu4C5/v75BBxZcH2zFmgCPGD26GsMe7EPpwFz7d24opw1pi6kgnfPHcghCvnWpzsOdOfPHcgS8PduDzgx34dH/b97wD7+9swbPLK/Hk0jIEXlyDgAur4X9+FXzProD3aTc8+s8Nj04uxaOTbnh4whWex6PnB8cX4P6xJd/Xuals43WC+7vh8X9u8Dm9FP7nluPJpdV4cXUd3t7aKK6HwgXfHv0PdFNUhjbyZ18PRPjsxad72+F9bhlsq5UW72B6iCSKRRTFJfg/pQwKdZ/x7bE7enZuLYDcqL5OgN9elTqaMbqrsKic6JABEWpgHQVuRjVWuHcXKlQAN4+tVIWx3+s42Gs32rRSTGjN/rsPIhPAHfnt7W0YO7gTDAz0BUTnGIexUaO+BxPi2deGY+hgHYBX3z4k2cAtvgO+37lf694dFQITO9aKeGOcYdWUaApNCyBdSl01QBVIxmXTlAie8uXLJ2CdQ0tHdB7YM8U8ezvPHoBZYTPxx0KVM8bz4GClQkVLXAu8jzPvf+SLHx/i3pdA3PnsH2v5Dl4+KVxg8uTJI8M6wj9a2vH4tHijC8fkyZNF/TKgL+OIDB4yBK+D38EzBsvcBvYKt49cpqZY5OqW4kBcbCqxi5cuE+CXdcSgzJs2b1AL6QjrTp44Juq4R38X3HqvEPlIqnfqx/DUoWJ16tQp0V7p4qVVKexznMCPCmx5exdfvM4IONeyocLFslih/Hh+bp8KsFMGbL/6maIWu5dMQ6uGtiAclEBK2jRp0MjGGkfXzBfnfn/tCCJjcTGNWpbE+B758qYMxuaO7imu17J0Ufm32BRoJTfYxX/3Fft2cawv7/uzsG7l1EHiGDWtysjHCPOPG/BLjLoB4zMl80Qw4+7ujgYNGsguebSOoFunzkX212/e5CkKWKenlx171/yT5LDObeoApE2bDo3tm4NCb+oSB9ZSVrc+Of3GMA3sO4k+VaaMwh2WVms2VUqifxc7LJ7cE+4rR+DU9qm4vn8uPI8vge/ZZXh6ZQ0CL63F6H4OaFi7Au4dW4xwb4Vq5hfP7fj0YKPi3vgqlDpDvLYjxOsH1Is3YKI135triPzsj8jP3oh8eRbwJTyjdds2RPqot4JSPR+3/y4awOtTlwlk5N89FCIF8vc9CH+8GxSjeHZlHW4dmo8D6/7CkqkuGOTiDNvqFVCqWD5k1/uuKOrklDgK0hHfgCenVECUajlVVVJTy7qwx3vQt0d78D9+WC+HaLBu3vjeSJM2DXq2LIGw5X+oCMIIsYkVaTC+ZTYxnuBkd9NGdfD82uZo9UwhiF6dFXFlR/3pgjDvX6vvJ5c3wrllYzHG4TiH40Z/f//k9LpIdteig3UAXod9jHVAnVQDu+R4npbdnFGtvg3ctqyGiYlJrCCOyk8zZ85Mdo1dd0GJWwPDhw8XcVg0nWXgwIGySAnjs/Qc3DdFPHvTls4V0IziGIzJaGxijAJmBTFkwkj5+m988sHVT9649dlP/o3A7urHx7j66bGAd+qeb8ajYyeSAb0lyzq6ChNAVa9eHZUrVxaDIT09PVG/VN2t8N2ajDOZzz4oVGWlY99+74Mlm1eIeHjFS5TAuo2btA7UDR0xQoaZjO137NiRGEHd/n0eIsbO+GmT5fsi1VVSLEMjU4dJP+NbcSD0zz//aHoFpLx18YR1dFOlBdzTMx7In1vhDtuvvSM8D29JMGD3/NxeAehc2rZALmOFqpsE6fidv5/ftlw+3/srh4XrbKIApp+MuUfLOcnldcFfCuXJUkUKyL+FP7mkEZJSqZb7r5sxVLS7Vo1qyPvG1YWV2/EYdAnmgCdvLhP5GOFB5zWeP1HrkK7XKSjdvn0b3bt3l0Ut2AZpeU4l2uRqafW7qpdupFeuXAFjv9Hli9YkFECIalEye858EbRfX98ABzfMijaATlQg4ecB1yn9RL+jQQN7jbCO95fgllkSx/hddavpvBRdobIx2yUnRhl3jxOhUuy3P/5IhyyZM0BfLwtMcxoIF9TiRfMIxVgKTmTJrJg8rV2tNAZ2s8OY/k6YOqITFkzsjdWzXbBj6UAc3fQXzv1vAu4cWQC/c8vx8vpGvLqxGW9ubcb7O1vx8d42fL6/XWRapTHz+xfmB9tFrDzGy5Mt8h57IMT3KIL9jyL4obu8/ssDHmebgGgf727D+zsb8e72Zry9tRlvbm7G65ub8erGJry8thZPLy1G0MXFCLiwQlyT9+mlePSfq7AqvP/vItw5shA3DszDZY/Zwtrw5LYpcF81Amvm9Me0kR3Rv6sdmta3gmUZM+TNbYSsWTOBdSX9zwjX4syZRV2OHj06UZ73yLBgRAb8m7TPQAqw3Av39sDAPgpxuiE9HKPBukWT+yNN2rRo0cIaocszRod1y9NgzmALZMicWdzPHMaGuH3UNVo9Rzx2x18DFHFlB/buCMK7+Lx/6ELt+d9q1KhSTjx3WbJkwYgRI8AwC7qkuQZ0sA7A27BPv2UQlxQDxYQ4R/OOTqhpVwdum1eJP7jVq1drbFUMMD527FiN2+hWal8NDBgwQHTYNZWsf//+Mqyzs7PDoD8HwysWd86EaMPxPcadD37o1EfhZlWtWjXhusug3d2GuIBQLK7HvfclAHe++EezgqNV3IaNG8TMFuM1SLCO7rWEc1Tlo3sh4wKVKVNG/KFSpYtWdgxQzY4Soee7b5/Fsf+9fx6Wla1Ay7yjx45j/+EjWgXqWJ7WbdvKHcUGDerj+vUrMYI6NzdXUY9uK5bhdwj58P6mlnTu3DlxX9hWtSqFBccb2tC9lYBs2aQRcpulgl6bxnWxff5kAfJ+xqKOcO7QqrmYPLgnmthWR/ZsWeXjcvBEi7qGNaqIOHUvzv+w4vt4+wRCHp9H5Kvb8S5LYsApCdatmjpYlCOHkb6AZcG39yDyteZrpfUc9/937T9i3zpVf4hTxAb6pLKEB12Q4Zzr+H6YOaK7/D02yz7pGImyTMZusJqe7RcvXmDGjBmgEJk0mGdsV6rI6uIQQcSm69u3rxDZomW+vr6+8DSwb2yPPXv2iPVS/S5dulxMSBkaGuPolvnxGhzHZ0At9vHzwOJJCoDeoGFTFVhH2EgV0kWLFol+CAfb7NdxIpYhEM6fPy8VIdkt2QafP38u3LVpCb5mzRoRf5jWoexf5c+fX4xxKKhCkED3blocSUCPbZqfpSx9p0IqRRgyZkgPvWyZkDuXIYoVMUXFskVQycIc1SqWELHgmtariFaNrdHK3hqOdlVEbtm4Clo3rYo2zaqhvWMNtHesic6ta6GLUu7Qsub3dVxfA22bV0NL+ypo3rAS7OtYooENY9+VRM1KxVHVshgqlzOHlYU5LMsUQtniJihVLCdKmOcR11SkUE4UKpADBfIaC/hGMGlipAf97FlkhVfCOJZJeoZZXnpz0AqKfU7+zvbLPignj9etW4e1a9fi0aNHiXPPqY7tq+riGe+2nQIgXFzLFuG9F8MGKVSbO7ZvHa2O3KYPEQqu9g0t8HVZBhVYxxh2ZybnRNGipgLocVzj0qUVQh5GB3ER3u6YP1lhfd6jY0t8faiwLI3rdXI7xjs8vHkGihZRxMij4QM98BivU5dirwEdrAPwLuxznAfdcR2ca9N29m1bwLZZA7iuXyEgAONTaEq0qmMAfl1KXTXQs2dP9OvXT2Oh2aGT3GDr1asHxrD7EPYlWT5/J7wuoXxlS9FJaduxHSYsnQkqFk10nRnv67392R+3PvvK+/t/fSVmltj5sbW1lWEd4zfwN84En710Hs9D3+H6vVtgkGT+ybGTT/VdZ2fFbJerqyvc97jDyNhIxNHbvnOXVkE6usTu2uOBilaVRL2w0zhixHA8eHBXLajz8/VGzx49xKBoz+F90SBpUr2ffUNeaHwetGnlhQsXxL3ROqvqX4B1BDlUf31z5TBmjeiHLJkziTqSBkF5cprg5IbFOLJ6nrCQo4Iswd7c0QMwYUB3DO3mjK4t7cFYc0UK5AVBn7SvtDTQywanRrZYM+0vBPz3Q3WW7q5fPE8j/Pnvi0kXG8iS1GCfntkEOxsrjOvrLGBZ6IODsUJFwjzu//H6LrRpbINZIxWgLdTrcKz7StdFEYuQOx4yoJPgIY8bmxqtdIxEWaZQWCe9zzgAc3NzE9bdUjulBfSmTZsSxfJGOm9yX1KIo2LFijA3KwiHOpZwqGuFgfZ50bmWAfLlMcW2bdvkImzcuFnAImPjHDi5M7q1y88MlH96Wz8PLJyggADNW7RB5HcvWFr/EcYSYhHe/PFHejFhUMrMFJ3r5INFERPUqFEDX79+FZaChGP8LH2XC5fMPtAikNY9AQEB8PT0xOXLl4Ur9+7du7F48WLRZ2U7pugX+7mMz8hQKHT5rl27thAIK1euHPLlzYV0AualEbDrVxRYpecm3kuqv37PCjXYH5BRgo3SkvdSyoRx/J3npYcHvTsI5WiEsX79erRv316so+cHJ+iSIkUEv4kGon66TWsRpJPKHum7F38P7y3uR+tWLaLV0YrZw4Ure0PbUghZnkWGdRHL0+L03wYoXMBQ3Gve8zbN6uDZlY1qJwVoEbd1+VRxnnYODRDstUvtdtJ1RV2GeO3GirmjkT+vqTgfhYn279+faMrBSdEmk/ocOlini1kng4OYBrANHO1Rz7ExXFctEwFvOaumKTHgLKGMLqWuGujYsaOAb5pKTYhLFwQKTNCFk7OyTG++JS9X9OmrFkAvu56YPRw8Yijm7liBoqWLw7pOjVifl5ieI+n3K58e48Z3YPcw+IkM3CjMIlnW0dWWf6Cc8T188aQ4p0/Ic7z59F50mNhZphsHO5IUnJA6WA4Ojjj+3ymtA3Xbdv0PdOllB5Ix+JYuWwovr/tqQd21q5fBjjPdhy89TDohCen+Ki+fhb7T9Dho1bpLly6J+zN79mytKhfCv8YZ/sQEbgjMPtz4F/uWzoS+nqo13M8OxnKZGMHOxhpjXDrB3XU6JAu6d5cPCfEJClGEPbmWLOLSxVQf0u90NZUAmbSkVV3E0ziq5b6+BbrDUtGWgC3M97+fhmw8l6RKy2vg54jnV3/5nktljNfyq3a8NwhpdNBO8Tqku6iPjw8sLMqhnY0pIlf8AYicDgf/zAy9LBnAEDJSYj+b1l05cpjijPuKnxocRx0s//R3JVjXuUsP6ZIEdGvRogXy58iCSU7G2DDQHDenGOCdmwk+uWZEi6qK8B1Lly4FY5cyfjUnZevXrw9asqXE9N9//8mx7lgeuvtKcfq4JOhjDv30AusXj0CWLBmRL48xjm+fiHPuU3Fo/VjsdBuODfMGYeX0fnCb7IIlk3pjwd894p0XT+iFZVP7YPXM/uK4WxcPxa6lI+CxajT2rfkLhzaMw+GN3/OmcfhrcHPkzW2I9s5thKcGQ1acPXsWFy9eBP+3r127hlu3buH+/fviN7oKE9iNGzdOpby8fwSauXLlEv/17L8nhZt75AefpG3/KQXs+Xpg1phu4l40b2qniDeodO1r5o9B2nTpYFu3LjxPLcS7HTXxaV0BnJhgihJm+mI/3ud6tjXw6PRajXV8wWMB0qf/A/Z1KwsRkri+Uz7e3Y7JI3vCxNhYAGH2y9nukrPLfHJ8T+lgHQAOqJQHWLrPgSr1UadZQzRwaoJFSxaLh5uBWjWlOXPmgC6RupS6aoCw7q+//tJYaMI6ztYR1lHmXYJ13Inu6A9iEEtIqmfy2IMLqF63lmjnpUqVwoy5s9H7r0EwMDGCWfGiOON7Q+XZiO91KQQoAsSxqlhXEVBQAnXSkq5EBJsHLxyXz0mX4Zdf3yN/gQLiGh0cHEC3WM6K0r3m/KXLWgnqzAorTOcZ12/Hzu3w8nqgFtRdvnRezIL3cOkJr/eK+o3vPUqI/d4y3lkqSYzDRPDEyRqtShGhCQNu3twRiq4vLuzDzoVTMapXB/Rs3Qyt7erCob6NyF0cGoN5YEcnDO7cGuP6dsX0YX2EW+uxtQvkeHe0mvt46zg+e55GqO9FoSYbLyj0k3HmEuMcdEUNfXBIWLiFeh7G73A/pZUeoR1zbO63iVEH0Y6pZZA/NDRUTDLRJVaC05J7bFIM9n/X+4gw5+bNm8JN1NraWsSlpVtlo/J6CJNiSK1Ig//G5oCRfjZhrSUNYhnPjq6GuXLlxsV9qzUOpOM6cI7zdt9hHQfyygCR95FWVgVzG+HR3DyIXJ5WttYJWZoFnRuWFJAnd+7cKFq0qJg0Y7iTCRMmwM/P73fdhnifl/ePrr2sB06Ibt++PVpsQXHwyAhEvrqE9fMHInOmDALWPTq9NGnvmRKkUb7PTy6tgZWF4rkrWCA/Xjz1BaBeMIRl4T2mEByfU06of/nyRaX++Lyyj8o6oQcIrUUTPb19IIQ1lMul+7wH8PPArL8UsM6+UV0gikrrhsV/I1269KhWozZuer/APW8f7D2wExUsSyFNGoX1pGW5Urh+eJlaFVjlOn58dj0MDAxRrXIFvL0dBwEV3314efcAhvR0QrasWYQ7ub29Pagmrks/XwM6WAcg8OtreTCcEAM0bTtG9Qa10bhtC9Bigi/w2GJS0A2KMSx0KXXVAGcd2SmLKbETyo4fZ+UI6+j2SbdO5RQcEQqfkBdJ+jz6hbxEwNMgERifceKY27ZtC5e+fVC0VDFkzpIZfccMwY03jxPsuugKS2DHd4WBoaEAbhKkk5aWlpaiQ7TjyJ5o5+W11KxtI2KI0K347LlzOHP+gtaBuv957EWJkiXFe4fLPR7uai3qXjx/gp07d4hYSaP/GR+tvn7XO/lLxFfl5q3Vnzk7z/+H+fPna1c5qUSXgFCLSqy0fPvqcwHBj84JV9UvnmfATKs45hDv83ImjAv1vyyEIcKeXU8eMCkB6yMh61ZrjsUYTVqYaGnHkA2MDSZBO8YKIwSRIJU2FZuwZ8OGDeDEH+PQUhiK7oPlixeE94KCuDXVEMu6m2BMm5IwMjRErVq1ZDjC9ym3zZvbFLeOrowOfoRip6Te6SEG7uHee/HtsQdCH7rjK7PXbtAFLcTzfyIHe+5C8INd+PJgZ7TMdeHejC21ByEPd2Pu3z3FJKBy/GmWhyIChnqZcG5sdhnUUVkyckU6TG1thAwZMgphEao7vnz5Ep8+fUqx8Qo/fvyIRo0aibbK8CMxKlZ+fQUE7MfKGX2RMeMfImbdg+NLot+zGICaMhRJ6M8PTy2BWYEcogxGhnrwv7YNkd80q03v2rVLeFFRUFAdXOEzzBhnBQoUAMVlEjtFvvNMFnWZ0Pfml4+nBOsaN4wO6zYuGS9gXfmKlXDz8TOcv/UYjZs5iuea798C+XLjvPu8WEEdr/Pz/f+haOECKF6sKIIuboj5fvjuReSTMwjwvASH5s0E5KYnEMeHT548SeymorXH18E6AIwr9LsGcynhvJVrV0MTZwcBM/iA01xaU5o2bZoO1mmqIC1dx1gempQgGb9EOWYdO6ZjxoxRqQ3GuqGryO3H93Hm0TUcfnAO54Ju49Z7H5wPvI2LT+7iv8dXceTuWZFp6cbfmC8/f6DxOb7z0Q9XX3nhbOAt7L50BGs9tmD89MmiM8aZYLZtWm7RQo0ALHOWLGjTsyNO+1zXeNz4PsMXPzzEgVunxHnZiZcgnbRkLBRe04I1rtHOP911rpipouiFj68vTp09p3Wgbs/+A7CsaCXqoGDBgnDfs1uAuqfPAlSs6nx9HqFz584wMDAQIjjxvR+JsV9YZLhK+9bmL7QgYXtduHChdhUzAdxgtQYi6SBdgoLbGNvF1zfa9QxFKQ3/5ylQQMtxvjOYy5Yti40bN8Y7jhH7DUePHo1ypt//lWUl5PH19cXTp0/Ru3dvGBnoo3IJE+TNqS9EYfT09GFgaCRg3efPCmtsbk/r+oL5cuH20WX4eH8Hgi5txp0jbji0aS7WL5qM5bNGYcGkAZgxujumDOuIQb06oUt7Z7Rv5Yg2LZqgVbPGcLRviOaN6qJpg9qwr1cTjWyroUGtKqhXs5KcG9Syhn09G4zo3x0j+3US25YvU1IMtClypZwoypBdLxtWDyiJT0v+QNDcLLgwTh8bBhZB14ZFkTFjZhw+fFh5lxT7+fHjxzA3Nxftk30t9VagkYh8e1vAUrepvZEhQ3rkNNHHnaOLYgYaSQjtHinBOmPDbPC/sByRr68BGlTqKRTBPjGt5wibCWmV0+nTp0X8cgpxHDhwQHlVonwO+/wS8NEJTESDe757MXVUD9E+m9jVi2ZZt3GJwrKuRKkyuHDbGx269RKQle9bGgl4bJgTJ1DH84Y/dkeDOjWR08QIXieWqW/bfgcQ8cEfVy5fQuXKVcR1UeyORhwE37oU/xrQwToAD4OfRhsMJ8bALaUes3w1KzR3bikeOD7ksSn+ENj06dMn/q1St2eKrAHec03xqhjrw8XFRQAxWtYxEDGD1jLuGoMuE5Dxz58vdykzLlumKEE+t19TAAAgAElEQVTZpc59TEuKQOTOnxdFSxVHkZLFUKZiOZSuUBYlLUqjUGEzITGvvC/dUhj8mvHhGEyXs0DtOnUQcDAxn9m7XwIwb/US8YdGl2AJ0klLmozzOv+aPkF+P916/RitnFuL33v06IHXr9/gxKnTWgfqtu7chTJly4pycnZ3y9bNAtRdD7qDg35nEBjkJ4Dd9WtXxCCPcTCuet2S6ykx71tcj02X7tSUtBbWhX1JGkCjA2G6epbaQEgSuJYlg5cTXe6oFKusHktIwMEdA/7/TGL4FYaDoCplck70TKELMC2TGJOOwNLJyUnE+2W5JTDC8rNfpJctGxyb2KFJfRtYlCqBPKamwvo/Y6bM+CNDRqRLR9GZH8qdyn2bn/3M+FYENNJ+FHJasGCBSnXS0orXVbNiCTStlAPlzfRgnD2TgHSZMmcRqqpeXl4q+6TULxRQYP+D9cH+ltoUGYGIJ/8JWLdwYg9QSZXqqjcPLVAPNJIQ1BGyPD69BGYFFZZ1Jkb6eHZ5HeC3H/jyVG1x+CPBCifTpXLTIlY5EYyzXtiGaWWX2CkyRKcGGw3U+ewB1WCHDuwp7lPzJo2ixazbsHgc0qZLj0JmRdCr/xBhgMB7qp9dDxSfoHCEuuOq+43bjurfDlmzZcOhrXPV7hfy/DbWrl0jW07TGpWwl+95Xfq1GtDBOgAPvqjGaIvrYCw1bHfvcwDKVq4Ah3athPk7H3TODmpKtKyL8Y9N0466dSm6Bgji2GGOKfEPv3v37sIdhLCuatWqmDx5slBAo6opAxdLmSpbdD9gbtKkifi9devW8vqmTZuiWbNmIvMzc4tWjmjbqT1at2+L2vXqoGIlK1SwtBQgjupD7CDTgo0QrEuXLsL6k53kmjVrCpUvdlLZQTl46BAeJRHAdxnaX/zRMvacBOmkJX/j8zZozDABoY7fvQCLchbCoo6A8/2HD/j35H9aB+qWrVotRCRYdrpMr9+wFo8fewk4dyvoHg77n0PAUz9cuXxBgF+a178P/v3xDqP+HzwOeR7To6CVv9PimvdM69xgv33UQSQJIumWSdMWQl5q5TsipkIxLhYt7WjZzncIM11A6YIZGBgY024qv1MIgPtxoo+B8pNr4sD133//xaxZs7B161bcvXtXuL7S84BZSnQLpicCJywJ9Vguvez6MDYyFnHs8uTJj7x5CyJ/fjPkL1AERYoWR/HiJVGoUFEUKlgEpYoVRrlSZrCyKAZryzKoUaUCbKtXRv1aNWBXrw4aN26GJk2cUL9hKzRo6AS7xm1Ro2Y9ZMmSVYTXYLw8Kp5GrX9eF0UJKlWqJCY+ObnJ62PsXFoNPnz4UAaOUllS6tLd3V2AUcari8lrJDI8GJH+BwWsmzO2K9KnSwtD/Wy4un+eWqChDoQk5m/ep11R+Dusy2GkjxdX1iuu6/m5GK3rOLHOkDV8nqysrIQ7s/I9fP36NdinZp+ZbtGJnSK/vkek775kUZ+Jea9+9thhj/egbw+FOq9Ty+bRYN1mt4lIlz49MmXKjKxZs4n7yed11KBuCH34v5+uz+3LJwljBtdpA6OcywPP7x7C8D8HCTEWtguGN+B7TvmdltjtRJuPn+phHd2Uog6ydN9/wMu7n/xRskJZtHRWzPzx5R3bjOfUqVNRvnx5McO5Y8cOSPnQoUPi4WWnih2U2I7zKw8eZ8SoeHT16lWVfOPGDXh7e8eYOeCkShKvlde9YsUKMbNIADlq1CjReerVqxcIjqJmSpqzszJ8+HDRyaTEPaHUypUrxbHo4kGoRPjETFDE7eOaGUeNEIvKWuoy4Q4l5fv16yeuleenEtumTZuwb98+0HSd8SVY/ufPn+Pt27ciK98HumBIv0tLxhzhZ3aAjx8/Lu7hzp075fvKetqzZw8YSJjQ7d079Up2dAehuyLjt7Be2NljB4iusOyIsm39SuYsMC3zOFPN+DA8Pq33WFcNGzZE8+bNhTIZISEt6bgtz8fPI8aMwkXPGyBgSUpLW9vG9UVHVwJ0ykuqw/L6Bg0dgmW71os/QcIrPj9v3r7F0RMntQ7UzZ43H3rZs4tyc+C2c9d2eD9+qOL2+uxpIM6dPSVm7yho8ik8BJ7BT5Lde5zhFVJTkmDdvHnztKvYoe+TBtDoQJiunqU2kMreHdILgyBo7969qFJF4ULF/z9ay/F/nBZ4kouotH3UJS2+uA/FHNS7LEbdI3l/Z3k9PT3Bfistl69fuYL75/bC+9I+BFw/jICbx+Fz7wb8fALx5u1HfPz4GU8f3cWLW/sQ7OmOiMfuiPBW5EjvPWCO8PbAl4Ar+Bb6FWFhEfj46Rvevf+KDx+/4cPHz6J/QSVani84OFhtBdH6j/HoLly4IPqEXLJPKVkFqt0pBf64efNm0T9j35J9abWJkzkM7O/ngemjOgmAZZA9Ky55zPlpGPKzsCYu2/ucXYYihUzFc5HTWAnW+R1AJGPtqUm8j7SI4rNEQbiocekI19m/5noaZiT2fY8I+4qIwBPJoj7jUudJtc23R+7o1l4xTujc3gnwVXUVvn9iFSzLlRTWcLxXhM6dnBrh5Y2t8apLr9PrkDNnDrh0aYlvD3eLY/CdcvuoK5rY1RUgj88Kx7lsM4ndLtQ0Xa39KdXDum86WKdxkEtYV8yiJFq1dhIKr3zgYzNpPXjwIBgcn3CLL3IJahGYEJyw40WgIpnbGxoairgQnMFhnC51IIq/0UWR2xD20EqKmbOvnHlk5ouIAIaf+QfD2T6aaTNz1o/b09VS2p6dQJZHOevr64ugqYyfwvPxvLx+yRKLZZIgHDuPzBKMXL9+vfhOqyduw1lhgjvCuA4dOghYxOsnyKRSFmNgrF69WuwjHUt5KR2Hx+IAeNWqVeJcjMvCGYuoeffu3QKQ0m2BClbDhg0D48jx+lkO/rnyvDRfl0CVctlj+8yYYOXKlRP3gOVgpiUaj817yrplvcWk+kVYR8XY0qVLC1jHeuDsMiEj4SXdaCk4MWTIEAFFOascNQ8YOAADRwzBoLHDMGjiSAyeOBIDRg5B9149QFhK2EUoR5dWXhOvkR14zvJQjp7nrFevntiWoPDstQvwDnmu8RlITHhvVqwITHObRrOqYzk4q817woELnxUuAwIC8PLVKxw5fkLrQN2M2XPEM8syV7SqiAMH98HH51E0ULdu3RoRn47PxYfwYDwIDvpt909T26BwUWpKEqzTZF2bIusj5LUOIkkQSbdMmrYQ/CxFPioJedFHjhwRVvDs10l9E/YVacHPyVh1A0FOskrbatN7iBCTrofs8+3e7Y6VK9djw4ZN+PfoUdEnUK73L58/4eLRHXh8YRe++R75bgGzFxE++xEScB4h757JYh48Lq2omLUBbirXQ0J8Zt+eE8kMlRLVHVg+vgzr9uKfER2RNm0aCFi3N3nAOv/zq1HMLK94LkxzGODl1e+Wdb4eiHwfs7synzGOnQhfosalY1th6BY+axxfxDYmlOsqvh8ivgnRgqSCYCnlPBSQcXZUCKAM6eEI+KnCOoJ6z5MrMWd8fxQqkBd29W3w+MyaeIE61gmFa1o2rYchvdsi9OFuIVaza8UElDQvpIDUBgYYPHhwrN538W0GqXm/VA/rQiO+JcuBnqZBYFKvY+wvggMqvPLl/OGDZiWhuD5QfOHTYisoKEhQeP45sDPCmdWoIIrfT506JazkGDOD1mHPnj0T+yfU9cT1urV1O86iStZ0UZcJUcd0gyW0JDijZR2hndShplk9Z4854GdMRAZkZrvgrDKXT18+h/e7J7j7wQ+3P/jKmTBZeh4I3V58e4+X3z4IaytaXPFzYOhroTBLizmv4Cci0+rpccgzeV/pGEm9zJItK4oULaIW1hFgSgOPAQMGgPX39NkzHPr3mNaBugmTJosOMcvbqFFDHD/xbzRQFxToh379+oLuOdt37kDA11e//f5pai/PQrVT0TGm9x9nUnn/COC1KhG66iCVrg6Ssg1oiCelVc9WHApDBUFOzEiB/qX/RCrKDho0SHhQKIM7KdYrIUtME4dxOG2y2oT9XU465s1lhDwm2ZDHRA9F8udC8SKFUL9+A1lBlhd98eJFFDYrBHPzoujZuS0WThqM1a5LcPncaYQEf4EkFcC6oRcGJ1vr1q0Lem7MnTtXgNCYLOqSVaUkwcXQOydHjhwCRDCEi3I7k0+vBOumDOsg/gPpBntln/q4XkkNgpRhXe6chj9gnc8eRL64BMgtQi6R+ECBE8njhR5GURPD0PBZ5PNGS7tETZGRiHh9L96QKanrPKnOF+K5Cy3sbET7HNG7ZTRYJ10HxSF8zm/Em9s7frkOeYz3d3fi6dVNGD2gA7Lr6Ynzm5mZYd26dTFa4yZq+0gFB9fBusiwZD3g0zQYTKp1RUqYC1hHYs6XMxWSdElXAz9bA4xd0K5dO2F9R1jHmBcSrIvpWN8iwvAk9I1WPqNUuOXzZF7MXC2soysP17POmPwCArQS1I0cM0ZYxbKszs5tcebsaXj7P4L3E2/Zqi7A3wdNmzYRLsvX7t1MUlfl+L5nn4eqdwePqa2n9N8lWDdz5syUXhTV6//6VgeqkhJU6c4FfHmi2gZ13wQoOXHihLDOj+oZUKBAAeFJcPnyZTHBR2sg/p9069ZNK2ru3Lmzwv1s4+CiuDwmDa6OS4+7U/Tg1i0HjI1NoCzocO/ePeFJUrBAIRQwNUZBUyOYF8yNsqVLYfv27XJ97Nq1S3hY5DDMhhzZ/4BxtjQolMdI9Mvo8qmztANevHghPGzYlugNpDYWohKsmzxUET8sOcWsiw7rNsjAJvLpSSDym9wmlD+8efNGeC6x7FOmTIkGKlu1aiWeMXqqMFROYqeIz8/k65YgVGpfBj/YiUa1K4lQAWMHOgtX7MSukwifPTj9v/moaV1BnJdeP7SypKGFWpid2A0jlRxfB+t0sC5WEFKkuDkYP4uBRPnippWbLulqID41QFdVuqMS1jEmmaaBPa3iPJOpi2N8AY7yfmf8bojniRYDyrHqpM+SGheB5mMfX62zpjt49F8MGDxYzMrxvdK+Qzvcun0DgQG+OOp/Hvv9TgshiSdBAWKygLP/T9+8SDGCQGy/qSnduXNHtOfp06drV7F1Met0sDKpAeLn1KUk/bMvDFryUJyBglQMmM7/DykzXi2Fqfid7otqAcvPnvA3b3/+whWYGJtgU18TYHkaOZ8crQ8jg+wiPIp0iVSbNc2dB8OcrXF/hjFuTc6O21ON0LJ6HrRq5SRcXrktPVUKFiiAzQPz48rYP3BxdBrcmZETHVvYiFAh9K5I7YnwgeFoCH8JJRjShi7DKkkJ1k36UwHrjAyy4dqB+ckCLgVcWI3ihRVusHlyGeHVVSVY538YkeEhKsWRvjCWNUPb8DliOJ+oIIZ9ea6jQJty3Gtp/4ReRn77jEi/A8miThMbiMX1+J/v74BtVQsBzSYM6ZjosO7j/Z2YOsYFOb4rJDMsAblAUtz/hG5PKe14Oling3WxwrpixYuJuGKM8cWX89KlS1NaO9ddbzKpAQpgMO4dYR07AmxTUWdwwyMjkr2LozJ0i+/nw7fPiOeJ7sASoIu6ZFzFiZMmaSWo69KtmwzqRo0aiSdB/rIl3Y3AO7gYcAPPnz8B1V45c/f+8wd4fkme8enUtYHX7MSnoiTBOorxaFXSwTodrEtyWBc3BVStes7iWRgKWi1btkwOeM8+KjPjbXHJOLkpPV256oW8+QpjgH1+RCxPK8O61wszw7pULvEfKfWjLl++ily5TOFYvQDCV2QQ20YsT49BLUqgQgVLWQCMIhKmOU1wfFR2+XhYkQZ9WlREqVKlQTdIXVJY19na2oq2xBjZDM2ikpRg3cQ/2ym2M9TDjYPJBdatQckiCuiW11QV1sH/EBD2WaU40pePHz/K6sx0N2d8Q+VEsTg+XxRsSxKwGxmBiGfndbDOZ49cB5/u7YBNlbLCM2XSsC6JBusivPfgzrFVaG5ni8yZMgk4SLd8qiUzPI8uJX4NpHpYp1OD/aH8qm7AyThfFHRgfIJFixaJh5RCERSRoIUdgwBzye8Mxkr1JKoIUS2Uv1+/fl1Iv0eNgRb1OwPnX7lyRQQypVDDwoULQVVZCjowjxs3TsQtYewSTXn8+PEa9yFopIgDr5HXS2VNzrxG/bPh7BnNeqkmyxlIliWqsqz0/eTJk0INVRKaoNADt2d5eGzGG2H5lMvM4zMOHBW1uJ4uZIw1wv00ZW7DOBq8fiqwcnZZEqVgvJGodcN6lNZrWjLOVNR9pe8EapMnT8aECRPw999/C/VWKrhSQINWX6xTXg/dKuimQmUw1h3LzFh0yokunRR5IKyj0AeD9kate8b6UtcWte23fddOiM4ORTmiQjp+p1owO0N//T1eq2Dd3oOHYN+kqSgbZ6znzp0tQzoqvUo5wN8XdLWwsbHBu0/vhVJvSmoDb8IS3zVE+dn63Z+p8M32yve2ViUOxpIa1ujOl7rr/LMO1sX2DmEfinGO2YfghA7FyTgBGFU4jP+lKT09efoWtnWaoX31rAhfkQ6EaswRK9JjYU9zFCxUSO5H+fsHolTpsiiSzwRvlugrQNyKdFjQzQxmZoVFDGDWB/uPetn1saiXuXw8rEyDOe31kSe3qei/pvR6S4jrp0UZ+7eS0Anbmwq4CvsC+O8X8cIkWGdiqIebhxbIUCWullKJsV3ghTUoVTS/+G8WsO7aD8s6+B0EYphUJKxjHDL+p1Os7ndb1vFeRnzwSRZ1mhj3KT7HfHlrF6wsy4m2OXVk90SBdV8e7MI2t3EoU6qYmFxnHEMKLrK/p/IcJMTDpjtGjDWgg3WREakCDMR3kEtwUrlyZeFWQMCSN6/CnJov8MTKNDfnDBaVSyXFUVrWUOVTOdMMm9nZ2VkEx6XyLIPAsuOmnBm3hC8Xqhax48ZjNG7cGJwtq1ChAgoWLCgHUuWLiKqnBEmaykelWQa6lzLjWTDnzp0buXLlgp6enjyzq+k4LKukYMu6ZZkZy42uHFKmIANnMaiwy3shmaazU8rz87xUupW2l5RapX24HwGZcqZ1G91RmTkzxswYaaxn1gtdMAlJqKgaNVOVVDpmiRIlRHwUXjsD8bL+6HqirsyZM2cW9cLrYluiCTWXykGgQyPCUoybY3yfKWk/ybKOgbIJ7CjiIkE7ttXylpaiHucvWqQ1sG795s0oWaq0KBefsV27tstwToJ0XN66dUNYYLIeXn16J0RBpHpLKcu3qRTWMb6NViVaHujgma4OkrINfPLXqkcooQvDgSLj1KnrZyj/xv6Scjy3hL6OpDpeREQk3Pf8i2qVKqO7XQmMbZoJM9rlwtyuhTCgY0PRl2KdMIWEhIAeDNmzG+DQFBvcmW4K73l5cGhMIZQoZi7Xx6VLl2BkZIyutjmwf3guzGhvitF26VDHMp/oA3MiW5cUNcA2xL492xZdr1VitEV8AwKPClgnxawzMcqerGBdyaIKy7o8US3rNMA6TqLnzJlTlHnSpEnRYB37q6wPxqwj2EuKpHCFPagDdt+t64KuboNF2dJirDl9TK8EhXWRPnvw5NIGjB7QDkaGBgLUcexJox2d22tStHbVc6R6WBeBSB2s+xKzdV1wRKiYsSSwmTdvHgYOHChgF9UpGb+BSyn36dNHrB8yZAh69uwJwjOqf9I6hn9wUuYAnBZWUmbHwsXFBSNGjBBWGbQGI8T5HZmWYrQyY6Y1Gb8zZsWvXot0TOXl/Pnz431c3otfvabE3J91xrLSKm/ixIkiDx06VMQ+pJsc7zE7ArwGqvtK6WkqsaojcDr58LI82CDIJKilFSuhaqHvM5oEn3v2H9AKWDd91mwxCGAHr1ChQjh75j88fRqAc4HXcDfogQztzp8/JyYFho8eAb/gFyn2/fw+PJEV0qSHJpksGdic95Yde61KYcE6UJWUoEp3LuCjzgVR0zuEsW75rpEyQYqdnZ2IrbVq1SrhfUCvBW1KPj4+6NChI4qam8PAQF/E6uOkNidqOenq7/8D8NI7g5NhuXPlhKmJAczymqBZ1byoX6+u8OZgvXDAzYlrfb2syJ41oxjwp02bRgzKaVFFrxhdUtQAXa05BmJ742S68gQzIiOAJycEKJk6XKEGS1h36/DCZAGVAi6sgQzrosSs0+QGq6wGSzdz5UQrO3pYsT44riMgTqoU8eJasqjX+FjCJfQ+fhc3o1TJ4uLZnTWuL+DrkSB1E+69B6d3L0Dt6lb444/04vg06GA8TJ01XVK1dNXzpHpYx+pIKZYaSX2d3iHPRWuhJRVhAgO809WAuXdvF/w5dCjGjhsHup7SRVKCMlyOHDlSdJxGjx4jtpkwcRL+mT4DU6ZNw6Sp/2DilCmYQNfKyZPF73PnzZOhGEHP/AULMHvOHMycNVvOswjSlDLXz5s/X94vMeFTYh574aJFAl6xzPPmL8CcuXPlzPLxd2YCLm67aPFiseR3/s66mz1nLmbOno3pM2fKecasWeL3Bb8RfirXG8EnLSF53QR57GRyvRQbheDcM/hJqngeD985gxy5FLOW0oAj6tKqUmV06NRJK0DdkKHDxB8+y8j3iI/3QwHnAp74Yb/fKVwIuC6+Hz/+L3KZ5sLsFYtSfDt4T/eYVJQkWMf3v1YlLYJ1kW/u4N7ZHVi3YAzGDGyP1k1sUNu6DGyrlkWTupUxZlBn3D3vrhZOhr+6Bc9Le3Hzv214eMkd/B4Xi8MP/hfxKfCy2Jbnj8s+ytu88TkXbR8e58ndozizdzlWzB2NSSN6YET/Dpgyug82LZ2C554nou2jfMxk//mjj1Y9QgldmMDAQGHRwwlexspMLYnCGgybsm3bNlm1lVZfBHnKg2iGWOEkOr0j6PFATwiGK+HEqLI7I/eji6O9vb3wrpCUHRnaJTQ0NLVUa6zlZFwueu2w/0KvmmPHjintE4nIF2cErJs+qpOAncKyLhnBuhLfY9blzmmIl0oCEwLWxSAwwTLS9ZehSg4cOKBUXoX1JuEN64Ox66R4iSobJdKX8E9BgO/eBIFSCQ3Pkvp43ufWo5h5EeHNNHfCgASBdSFeuzF30iDkyGEi7i+9xBizUNsmPxKpeSbaYXWwDkhRQcuTEtgx5tLq1avFnw9fyjSZ52ydSY4cyGVqKkzv6faYOUsWZM6cRfyJ8Y+M7o2GRkZiSTdNruf+fPELt828eWFWuLDIJUuXhpxLlUZZCwtUqFgRlapUQdXq1WFT2xa2deuJ3NCuMeyaNBG5dp26qGxtjVq2tmjRshU6d+2GXr17o0/fvujTpy+6de8uZ1r50SJQygSJhItULSQ4UgZKifWZcGr48BEYPmIEho8ciSHDhmPgkD/Rd8BA9B88RHznb8z9Bg1CnwED0btvP3Tt0VMlt+vYCc4dOqJl6zZo7thSro96DRqKOqpdp46oN9adaq6B6jVqoKZNLdSqbYtGdnZiZqx69erC7ZWdXmXYqvyZMaiiWgQKUDh/vsrvrE/uR+UoKfO4Ur0rW2UyBiLbiaurqzwr9yHsS4oHNHF9Pu1aKWK2SS7DrIuSJUuigqUleC8n//OPVkA6Kr4SOPL5Z3Zu11ZFSIIurwFP/YSF3Z497shpmgvL3TdqRTtIbbCO8Tl5jzl5o1Up/GuKBj8EWx6b5qNti7ooX6owzAvmRLni+WBbpThaNayITs2tRe7Y3BqO9SugZqXiqGhRHJNG91Mp9+NrB2FlURQFchuhuJkp6tUoj9mTh6tsExWC7Vg7D9ZWZVG+VCHUrFwG9vVtEPH6doz7PHtwEvYNbFC1kgWsyhVHF+dmGDmom8r2Fw+thnPT6ihSIAeKFsgJ63KF0ahmGbRqaAmHehVQx7oESpvnQcUyZlgwaYDG80W93mTz/cNjrXqEdIVJ2BpgTGCGb2H8tJgSAROt5xjSJJrrptJOYWFhCA4OFrGSKcpB+KILGq9UQYAAnIz5TJjJ/ziOKX64wkYCr68LWDd3XDekT58OxhSYSCYx66gGW6KIInyRaQ7CuvUy6Ip8cgyIiA5lCX7ZtlhWhtmRXKylWnnz5o0Iu8P19JhJyhQZ8hbQqcKKe/jw1GoUMSsoYN38yYN/CdbR7fXeidVo2bS+sKZjW6enD2ORR1NATsobrjuXqAEdrANAEYW4DrJTy3aewUG4ePmSmJXjzJxLv35Ytmo1xk+egvmLl2Chq5uc+X3uwkWYNW8+Zs6dF2Pmvn8OH4FeffqiU9eu6Ni5C9o4t4NT27YqubmDA5o0a476DRuhbv36IhPKVateQ84MlEtrP2bGmOM1MtO1kjlf/vzClVD6LtZ/X0fXgazZsok/Iv7ZMBM6MnYcf+dMAnPOXLmgr68fYww2ad+Yljwmj8PjpkufXuV8Me2j7ndCTl4XM2EnY+IRdpqbF0OZsmVRukwZlCtfXgactW3roH6DhmjcpImcmzRrBik3a+Eg6p2xw7Jn1xdl53WqO3dMv4l4efr6ou4JmghxGUPG3NxczOJalCuH4iVKoFjx4uL6uGRcNsbF45KuBCwXO5LSjPCbbx9TzXNoYVVe1DfddxhrkG0kal0bGBgKcN26bVuMGDUarsuWg+IMBGApIe87dBh29vaiXGwvY8aMwtMnAbK7q3KMuqn/TIFJThNsPu6uNW0gtcE6WmmwDVMQSKsSYxKlYNfMAT3aoLKFGdo1qYz+7W3jlHu3sUGBvDnge/OIXPagu0dRw7KovP+ADnXQvFEtjRZ2g3q3QxeHavI+bZrZ4uqJ7fIxo9bruiWTMLSnI0b0aiL26dG2Af7bt1be/vjuZSiYxxhWZQqiR6sa8nHVlYvrC+U1hoNdTXn/qOdLtt8/PNSqR0hXmIStAXojsA/Vv39/jQcmiKN1HWP3PX+u8JSJaQdaK7JvyZjCUYXBYtonNf0eFBQkx0lkf40TzbJF2XsvAeuWTO6FDH+kh6F+Nlw7kFzUYFejeGEFrMuVw/WNjlYAACAASURBVEAF1uH5Oco2RLuNhLdSTDpO6BPOKSe2PxMTE9GHp7BdUqaI8G+IDDwuA8ektmZLTufzPLkShQrmQ4YMGbFw6p/xhnUUkdi4aAxKlSgqBHpoRNCqZQshfCiNz5LyHuvOFb0GdLAOAN09UwuEi2s5GTuMVL1OvXqoVLkyDhw5miIAwc9CjF17PLBlxw6sXr9BwMiFS1yhnJeuXCnWbdq6DTv+t1sl7z98RNQJAQrBhKZz7967D4vclgqQyXPFlNdv3iKfQzq+puMml3Wnzp7DzTt3cO3GTfx74qTGuuA1s2xdu3dHjhw5YVOrlpi5fJ2KYF3Xgb0E2GCHm6ISrds6w755C1SraYOSpcsgd548yJI1azSAR8DJGfWatWoJi7UxY8fBbfmKZAfx/uexV1i+Et4QqC9cOF8tpAvw9xGu0fkLFQDVceP6fkoJ26U2WPfixQvRXmlBq1UpIizlwR4luLjVbZxaqNXTqSac7SvB2b4yCOeiAi9CtlrVLFUs0xraVFDZrmvrBji59wdMiwq/GteporJ955a1sHjmXzHWZ8vGNdDXuba8T53q5fD1+XWxfeDd48hraoI2dlby+u6tasKpcTU0b2CN1k1qonOruhjQuTH6d6grtqlYuiDmThwY4/miXm+y+f7eU6seIV1hErYGaPnGWM/9+vWL9cAUU+MEKWGTpkSwx3ijdJ/9/Pmzpk1T5Tq6D69cuVL0Z9ivIdj08PBQ1EXIM8BvH5ZP74OMGf6AQfasuLR3TrIASv7nV6OYWQyWda+vqb2XjMlH4TOWc8yYMWDbUE5nzpwRk/yZMmXC7t27lVcl/ufIcCDoRLKo298N7u4fX46C+fMIV+XF04bFC9b5nV+PAT3bwshIISKRK2cOzBjbBy8fnUVkRHji30/dGeJUAzpYB8Dv60utGiQmxED2a8Q3jBo9BoaGRli3cVOs8CW5QCPddaQMqyveJ4JSWjw6tGyJ4ydO4lVY6rGs69RPEf+EQgu0nHOihama3MyxJWrVqYtKVaxRolQp5M2XD1mzRrfCo/sKIV5tW1t07d4Dk/+Zhg1btv6W55bAuXCRIqKjRyvWzZs3ClD3IMgLR/3P49GTR+I7QV3jxnYoW8ECpx5f1bp3cGqDdRzgsXNPYSGtShwcKMGvlPbZ6+Ju/Nm1Ido0rgS72hVQs0pZNG1og67OTTFqYGeMH94TvTo5wMqiGEqb55VBGOGdY6NqOOa+Si7/9HH9BNyTwF6vNrUw2KWDvF65bhjTrmqFH5Z43MelbS10bNNU7fbct151C5XzN6xlJW/b3K42alcuLq+nG27vLk444bEG3tcP4drJHTi0cxnm/zMKPTq2BLd3sLcV65SvK0V8fndfqx4hXWESvgZo/fbq1atYD8zQLoy3FhcFR1qKRQUzsZ4gFW1Ai7Nu3ejqqvCUqVChAmiRCCq/BxzC6ln9kCnjH9DPnhXnd89KFkDp0Sk3mBVUxEfOa2qMV9c2KK7L1wORH72j3T1Cyc2bN4syMl4dxUqiprVr1wqPIwJLqgonadLBOrld3Tu2DPnzmgpY5zpjxE/Bum+P3HFyx1zYVLUU8aQ5hqhiZYH9G2eCAhMRjA2oS8mmBnSwDoBvSMpVHEwIMBf1GKyPd+/fw6lNG7Rt1/6nB/weBw6iRMmSwnoqucMzWgzSymvfoUPCOonLxLBo4zF3e3hg5/92y/l/ezyw/7BmizzWH69xn7DeOwSPAwdEFtZ8BxXXmhhWj7QUpDUhLQAXL12GeYsW4Z8ZM/DXuL9Fbmhnh1Vr1/1024jaHig2kilzZmzdvh2MkRi1LWrr9xadWguwQailDtLF9hvjFdrWq49K1tYoU9ZCuHzr6WUXxyQwkTLduMtXqIAWDo4Y/OdQLFi8BO579/3yfYt6H6XvcxcuFPEqef6i5kWxd6+77PpKxdcD/qcFrHsS5A+HFi1QuWoVXH7+QCvve2qDdezkM84JVb61K0XKwChFgJ4oYJEgq2Gd6hg9uAcuHN2i0W317+EucLL7YQ3Xw6km+nRrI5f/vd8F1K5SSgZmBHDNG9nI65Xr58Se5WhQXbEtY8n1a6ewmLOvX0Pt9oytV83SXD52N8fqGOLiLLYl+DPU15OP0axOOYwa1EXtcZSv4Z3vhVi3Ud4+WX1GpHY9RrrS/JYaoFInBSeUhSV+y4VoyUnpAlqtWjXRx6JlGYU76Eoa+fw01s0dgMyZMiC7Xmac2jlJhiq/0wLr/vGFKJDXWFxvvtxKsM7/IPA1OuyliEnHjh3F9qVLl44GhNmOKErC0CZcr6xCnCS3WAfr5HZ156gb8uXJhYwZM2HprFFxhnVvbu/ArAmDkPO7iATdul06O8LvgiKeYUTAMUSER49lmCT3V3cStTWgg3U6y7poA2VaOB09dlwEFqX1kzQQj+ty4JAhQoCiaNGiQvGzVOnSIqYaoQFFDmgBZGxiIqyEKlpVEi59dOurYWMjLIMa2zdB0+bN0aFTZ/QbMBDjJkzE7HnzhXvqIlc3ARwIHaS8cs1aSL8TKNGqaMy4cRg5egz+GjcOzVq0QL169QV4HDBoMPr274/effqit4sLhgwdqjYPHTYc4yZMwPiJkzBx8hRMmDQZo8eOxeix4wSs+nM4BSKGqOSRY3i+v9FvwADYN22Kps2awaVvX/Tu0we9erugt0sfOffs1RvtO3QUuWPnzsIaqluPHujSrZvInbt2FW6ODM7P7Tp36Srvq3wcxWcXUaaBgxXXM2DwYLUx0AhQKACilz27xswZFm7LZTY9PWH9RkGRQmZmIgZduXLlYWBoKFyk49omNG1Xv0ED4Wrt/TwgWlvUVljXpJ2jqOMiRc3jBetignmOrdugkX0TWFWuIoRb6E4r3U8J4BGo0OKtVOkyqN+wIXq59BHPFyG7pvsU2zrG1eNMLM9Tq5YNTpw4Fk1MQopZR1Vg66rWuPbcU2vveWqDdexhME4ng5lrXYoCwJIV1Inl2uhGGvz0WpygFbetWKaIDMwI42pXt1TZ16mpaty7Zg2q4a3PeZVtWD9DerdB1+/x6vLnNhKWfTxeqya1EHDnWLTtLx3djIY1Ssvn5ufLx7aK7ShKkcPYQF5nV6s83DctinaMlHRfYr1WNbGktO650hVIVwMpsAY2bdok97EdHBwUJfjwABsXDkaWzBmgr5cFZ/83TYYqvxPWeZ5YjIL5FMqejFn3/PI64bKLdw+AyOjx6h4+fAiO3diPY0iLqJaW/F6/fn2xnirCBMFJmiLDERn0X7Ko2995X3nu20eWIK9pDmTMlAnL54yJFdZRROLKAVc0rl9TjqNeuFABbFg0FlSBlcoT+ZaW3brJoiRt17GcTAfrAPjoLOtUBsxvPr6HfZOmwhIntgF61PW02jE2NsGw4cMxbcYMTJ85S+TxEyfir7HjhGBD5cpVYFmxIqpYV0XzFg4CRvF8FDlwbtceLRwc0LxFC9jWqQOrSpUEINI3MBDiCoRH3C5qZlwsmmTnyZtXAEIG7afIAXN2fX2xfVFzc1hYWMi/S+tNc+cW55C+S0tuX6RIEaFaWqiQmWI/CwtUq14dNWrWFLCKYLFu3XqoYm0tYCPX8dwUbqBVE/enq6eZmRnKlCkrn9vauiqqVauOokXNBTipW68e6jVogHr166tkxnOjWEadunVVfmcdKWea49e0sRHWkE6t28CucWNRf9ZVq6JW7droP3AgqKZbuUoVzJk/H3PmL1As583HErelWLJ0GRa7umGxm5soS6fOXbByzRps37UL23dGz7PmzEGGjBkTxNVyp/seUUd/T5mEe59TB7Br1tFJdHYo8hETeEuo31u2aYsGdo1RpWo18Hx8RqIKrLBjRteOfPnyC3je08UF02fNFvEToz7jUb/v2X8ALRwV8JGzrd17dMfFi+cRFOQfLU4dLeoI6qysrHDnxWOV9462gdnUCOuoHGdraxtLtyMFrn53T7vBkBLws6lSVoZihGtWFuYIe3VLLv/axZNVXGH7dW6CPWrAmX2dSuI4PZxqoIx5HtSqVEx879epMTavmCkfT4JWtJSjNR3PydywliVobSetz53TWF7X1t4afZUs/qRttGpJYRNd0tWArgaSXQ14eXmhcOHCij5cyZKg9SJC32D3qrHIljWTEJg4+78ZCPd2lwGIBEKSekk12JLmivhzBIlnd89AJN3sI1Xj0EmVvH79euHiSpGBI0eOSD/LS4pN5MuXT5R9+PDhskCcvEEifyBCCn9157fXa1LfR3Xnu3loEfLkMokTrHt/Zztm/d0XeUxzCg8IilK0btEAD0+tAiGedPwI/6OIDAtJ5LuoO/zP1oAO1ulgncqA2S/kBbbt2CngVXzcQZ3atBWATYJ0ysvatW2FeunW7TsEAFpLoYW160RubG8vQJ06MLR85SphsbFg4SK14Gj9xk0i6CuX6vZ3bNkSDRvZqV3H7WkNNG/+ghjXE7T16ddP/fpduwSE69a9h9r1LCNBSEzX1rN3bwH01F03fyPk5P6sp5i24e9WVpXQvUfPGOEat5k4abIAiJu3btN4LFrxETpqOh/XEVA6tmr1S9ZYEvih5SLjI566d1mlPWobwGF5zgbdhmOP9uK+0l28e2+XRAd26sAf4+HVbdAAla2roqh5MeTImVP86bO9KWda4dEqlvc6qiotXbCpaMvtqbw8b/5cXL9+Rbi+Xg+6g3OB12RgR3jXqmVLAeoePffT+vucGmGdmAyxsPjZfkjy3/5t6oF1DWsrIJsEzSpZFMFH/0syNPsUeBkNavyILTfKpTlGDe4hrycwC35yBdW+K8fSZbVTS1uULfY9Hl6HuhjSp5PK9tynaf2qMozjuXu0b6ayTQcnezjU/yFwYVGiALq2tceXoMsq22kNsAvXDZiS/4tBd4WpsQaePXuG8uXLi34PJ6j4HZHh+G/fchgZZEP69OlgWdYME4Y44dqBOfj6cFesVk8SLPnlpa8H4LcX4Y93w+ukK6YMd0YuE325T+fSszNCv6p/t9AF1slJMZFM6zp1VnMXLlwQ3hqcmN2yZctvuf2Rb71kuPTL9aUEqlLasW4eWojcuYzFGNZt5ki1bSzMew/OuC9Eo7rVkCVzZgHqzAoVgOu0P/Hh3g7VevTdh/D3vr/lnupOqrkGdLCOarDBOjVYCYo8CPRBBUtLYVUjgZS4LumyyRd4gYIFBZSTLNSkpaGhoaykpAwDpM/clxZy/E6ARou0woWLoGTJkiJgPa3xaGFGizJa4ElupPxco0ZNle9NmjaVLc/Kl68gLNvG/T0eU/+ZJiz9CP5cly4TEIwWdLT6iwlO0VKN+7oxdtv8BWL/adNnoEPHjmjfsSPy5s0r3HYJw5Th5Nz584W1GstCGCUs12i9ppQHDBwkLOdiOvfK1WtEffwzfUaM18d927R11ggkpePzWoePGCmOJcFSXg/rY+HiJeLaJk+dKuqf9coyEnY2srNDs+bN5TrlPaDVH8u2dcfOBAF2dIelW+aDz4FaC3LOP72LXdeOoWV3BayT2rqxSQ4ULloUFayshKAEQZo6wJYUvzVp4QCb2rawqFABBc3MYGRkJJ5r6Tnlkq61fM7pui79vmXbZpw/f1aAuqdPA3HQ/yz2+59G0FN/BAX6oWnTpqhRowYC3z7T2vsrvUe5TI2wrm7duiJ8guZuR0pbm7Jj1kWFVwRpFJ3Yt2kOFv8zBAunDsHq+X9h24qpOO2xDDUqlZZjwxGaVSlfFK8enVEBYs0aWKuANZcuTirrd6+dKbu0VrYww6Uj61C2WD55n67tmqts/zHgEmpVLiGv79WmNtYsnqKyje/NI7C2VI2XZ2NljqIFc2HZ7FEq2/6fvbOAjuJ62/jX/qGUAqUtXgoUJ1hwJ0gITnACLe4OxTW4W3CXYoVgCV4oBQrFi7tbgCARQjzZ5zvvDbNsQhJCspHdfeace2Z35M69v7mzM/PsKxH7bJLfg5mR09R+KdheyyBgKNalS5cOkj1Vpi3OG5AqVUr9M9EXX/wfvkn5FcqXzIdJg3/BUeeJeHp6Bd5e/QPBd7eFiSsirsWiyP4+1/7Ay/NrcfvoQpzcMRU7V4zA/Akd0aNNbdiUs8J3336jxBntGU1CoIwaNeoj11btrJ05c0b9+SrvYgMGDNAW6+ehoaGYM2eO6l+mTJlw6dIl/bqE/KDzew3dw73hhSYTFt1iKxJe2DsXmTN8r7yc5k8aEE6sE2s5tzPrMWl4N2TJnEmNg2++SYlG9WxxwnU+gu9GsPp8uBchHrehC43c4jIhzy+P9TEBinUi1vlTrJOXy8se9zF42DDY1awVK/GlQcNGEJFME4Yim4uF2IxZs9WPvViNRbaNWLGJ+6hsK0KSJpCJiDRoyBAlBIp7p8Rra9+ho16kE/GuY+fOanmqVKnRvmNHJUwNGzECmtupuOBK3fnzF1BzzU01Q8aM6iYlYtb3P/ygXAXF9VXEQtlGhAmZS/w9cbeVuHvp0qdHunTplRurBFrVREkRGSW+m/Zd3FhlveZWK/uKC6lY7IlVksR5MnTrle8iWko9cqyU33yj/yzHFEsnEcnks+17t1kRJGU/aaPUKTHlZBvtJi31yTFkGylSrxRpg4iohm7D0m6tPXnz5VPuutpxIs7lht3q19axGi8RRWBxh5XYeBNnTzNLd9jTL24ooU7Eug3/7oG4dmfOnEUVLbuYdr5kLudJXFYlC2zZChVQs25diEtrQgh2EY8hx61Ztx7KVayEItbFkOPnnKr9WntlDF2+fFGfTOL5syeQ7K8Xn17Fo4f3YWtrq9wjPbw9cdPvqUWIdd7Bvh/fcc18SYsWLdTvjlkFM5eHVwM3UVP8LO6kuzfMRuPa5VEgZ2bk+zkTiltlU66pVcvkgxRxUxXrtywZ0qJHy7BkECLWlSqcE5JYwrDfw/u1Q+dmlfTi2q9N7MJZ37VvXhMdmoS5tNqUKaj2rVgyn34fyUQrFnpanUtmjUSzWiX09XVr0wDPrh/Wr9e2GzmwK1rWL6/fTtrXrlF5FCuQDQXz5cCogV3w/OaRj/bT9jepeaCXmf9asHskYJoEJANsoUKF1PO1oVj34sVzdOnUEum+T61/9taekZIl+x/SpE6Jn7L8gFLWudCwZil0bGGLgV3tMW5AC0wZ9gumjWitinyeMLglxv7WHCP7NMGQ7o0wrGcjDO/dBIO62qNrKzvY1yyJ0ta5kTNbRmRM/y3SpkmJlF9/heTJ/xdOoNOOL8+Y9vb2ePbsWaTQJRPwkCFD1B+z8gftiRMnPtpO3H3lHi91litX7qPkEx/tEE8LdLoQhHrcBB7sSjKCne7J3wh9fDBB23N+jxMypf8eyZInx0zHXnqxzu/mNuxdNw22NmWUS/MXX3yJ3D9nw9yJ/fD64uZwbRTRU/f8JHS+Yh36cQzDeDqFrPYzCVCsA3DXzzIsPQytPiJ+llhhO/85CBGo/tiy9bPFl9Vr1ykXy1WfcNcUcW7I0GFKfIpMqJNlEstNrLqiWi8ueSLMRbV++oyZ6oVx3YaNkW5TqHBhDBs+ItJ1UqfEmhNBMar6ZX9JEBHVehG4RESMar0cW/65Wrx0WaTbjHJ0VAJaVPuLW7BYNonbq5Zsom///mjXvj2mTpuuBE5JkCGCYVR1GC4vUqSo2tdwmQilUfEz3G78xEmKl7EyjEoiEXGH3XnqL7MTdOQaO//mDo49uYT9N09g7SEXLNm6DrOXL8LEmTMwbtIk9OjdW8UuzJc/vxJctQctbS4PXJkyZUYBKyuULF1aZYRt2LRZogh4IujZ1qylHtysChTQu7uKUKeVe/duo0KFCqhXrx78/PzwyP+l2Z3XiL+l2ncfC3Rj69mzpxoPb9++/cxHkSS8eUiASYs/987tQfFCuVEkX1Y0r10ynNWciF2fKiUK5QgnxIngdfvsHjSo9sEltVMLWxzcsULPyaZMAVVv1xaV0aN9E7W8R5t6aGhrrZYP6/0rDmxfrt++hX31cO3q/n6fiOJaoPsFNK5XVWWN7dL8g1gofeje0gZ1bQoj78+ZUad6eZx+n5wiYh0m8z3gTRK+KNg0ErBcAnfv3tUnYZA/vd3c3PQw3r6+i8Nbp6Bn21rI83MmfPVVWMI27Rku4vzLL75QbrPJ/vclkiV7X/73pVom7rRffvnFRyViHVF9F0s6yfRZuHBhZVH34sULfTsjfrh69Sry5MmjhD55XhOX2IiTCH3yx74cT+71gYGJlzFUBDvd68vhhKfYWqjFZj/dPReE3HNRFmpB93YhwOspArxfIODhX/C/vQPe17fD+1rUxeeGC97ddFUl8M52GBaJdRiq6t+h4h7KdzlW2DIXBN2RerfiyJYZYWJdsmSYMboHdA9c8eDfNejT2QHff/+dOk9iqNGiYQ1cObhE7R/WV1eEPDkC3ZtrCPHzhLDklLQJUKyjWKdenv95eBH1GjSIVVIJsZCqUrUqChSwUllfNYsyw7lYpImlmGwnyRBE0BIrLfke0VpLrLrE7VJcLZs2a6ZEKXHdFFdUcScVKzgRw8TldNYcJyVOLVi4SFniiWunCGkiqBmKSoaf5dgiGBouM/wsFk0i+BkuM/ws/ZJYc4bLDD9LUow2bdtGuV4y1MrNLqo4dBMmTVZinmGdET+LoCiWhhGXa9+l7ugEQW07mQtLscwzXBbTz1t3uCjhSLL2RrSUi+33Rk2aoGr16jjx6IpZCzuXvR8o4e7wg/M4ePcM/rx1CnuvH4fr5aPYfuEQdl4+gu2nDmLRptUYNXEM2nZor4Qv+dfT8OFMHsgkiYpYfxYtVky50SaUgFenfn3VFuuiRfUCnSbUXbl8AYULF0KrVq0QFBSEF4GeZn0+NZFOm78TkcfCpjFjxqjxcO/ePfPpebCfXlQyGaHnvSVg4IvzKF4oJ2pV+pBlVUStxjWKo0b5AihfLDdKFMyuL6UL/wy7ClYQkU0T8YpbZf9IrBMOzep92Ka7gw2G9eugOD2/cQjlrMMyykq8un/3r1PLt66YiArv49g59muJ8cN7q+WS6bVquQ9JLbq3rILxw3tGy/zg9mUoV7IQxFpPLOu0tmrzlnVLoVTRPGjdvB48H4S3CjSZc+jnbj7XEHtCAmZE4MaNG8q7Rp7DxBvH3d3gWtUFQ/fmAoLubMONv+dj6ZTuaFKnDH7OlkElnxABzvD5zVif5TkwuVjvpfoaP2XNiMqVK6N3797YsmUL7t+/H6Xrq5yWgIAAdOvWTRkBpE2bFlu3bo30bEnCCRF/5N1i8+bNSHQL+mA/6J7+/WnB7oFLzFyNH7oi5P5O+Nx0xevLznh2bj0enliF64dX4IjLYuxaOw1/LByJ5VP7YqZjDwzu1xXdOrRE6xYN0LxZU/WntG21SqhcrriKaWj4Dmz4uai1NUqULKniu5cuUxq2Fa1R432pW72MiunqOLg7enb6Bb26/Iq+3dthYJ/OGDGoJ/r1aIdGtSujWNHCyJYtu7Kck3Py+4KxWD13FHLlzKEE1y++/BIFC+TB2sVT4P/0JELc/kHIg73QPfoToZ53oQthAqNIB3kSXUixDsAdv2cW9RKpvUxq87OvbmHqvDkoUtQaEjA+piKLbOu6ew9mOc1VrqMiQmmWXjKXeGz9BwxQRazAxEVWhCER02S5WH+JACelR8+eSsyTz7KviGmyjexXvHgJta+IepKFNUuWH5Vbq8SwExdTcSvVXEyzZcumXDhFvBBxUFxB5Z8v7Qaj3Rglq6yIG3KjFRdZW9saSiCUY8g+Il6JhZ8kxZDkFCIcKjfbTp1RtGhRJTBqfe3QMcwVV6wBZTuxTpR/nyRJg7iliotg2rTfqblkhJWMrGIZJxlwJdacWMRJXd179FR9Fj7STuE5cXJYjD0RJiWmnCbwSR2ynSTrkGWGRUsgIQKpnINPCW8Su08ESi3xx6e2l2QZcrwlS5cpobRr9+4Qd9jYJCSJbKyJlZ4E7XWcOAEXXt226GtTu0a1+S1fNzwNfINr929h7969mDBhghq3YkUZ0ZU2deo0aoxL7DmbatVhdAHPwQEODs3VWC1Rong4se7smZPIlSsnunbtqrKFvQrytrjz6BeaeP86J9bzxoIFC9R4kCDUZjNJ7DATdYMV11dxd9VELJmXLWGF0QM6YduaWbhxeieeXjuE++f34unVv3Dn7G780tgOdSoX0u9TzCpHpILX4N5t9dtIvb80rqE4TRnZA01rFlfr6lQtARHjhN/DC3uUKCjb9m1ji/atGqrl+50XolalD8dr2aASrp5wiRHzQy4rULZEQRTMk1UJkIb9lM8O9crDulA+uN86GqP6ktR59o3cXc1srit2hARMlIBkg5UQMvKcLplRX716Fb4nIe+ge3kSeLBTiUQBt7bgztFF2LFsKMYObA6HBhVRrmQe/PxTBnyXNpVyX9XeTcQSL0WK5Egh86+S4Svl1hqW9EsEOXGnFVHu6xTJVTILq7xZUauqNXq0qYW54zpg75rRuHXpEN6+9Y6RmCZx6NatW4c0adIokadJkyaRJpYQK7p+/fqpPsvzuQiAiT2JWBji+1KJa8/Ob8b9M1tVdtOrfy3Emb2LccB5PlzWTMWmRY5YNXMgFo7vgdmjOmH4wB7o26MDurR3QBsHezSzr4H6dhVhV7kEKpQuosIdyfnNlDEjvk2TGilSiHtxcvXeJs/ZIlaKxaOcD61o588Yc63OqOZyDGmPvF/K+23q1KnQpqW9eneVdRkypMewfu3x9Mw66O5LTMRdCH18CLo3V6ELYizUxB63sTk+xToAty1YrLvy9iG2HftTJXBYsWbNZwl1W7bvUEKQiFLRuaV+SvyR9ZKBtHJlm4+EJXHrFPFME6Ai1iXiXf0G9uH200QncTcVUUz7ru0rgppYr40eE5ZpVeaaaDh2/HjVFrFaE4FMhDoRDPv/NkAJaq3btA0XI69J02aQf6Ja/RKW8EIs7hxaqtb4iAAAIABJREFUtlR1iNgobZA4ebVq1cbQ4SMgiSKkXhEnRYzr3bcvJIGF9EPm0rbadeqqPksCBxEMReCTfsgNwvBGIMu02HLCSIp8F2FS207bRsQ42V/m2j6Gc207w2XyWVsedkP4OA6H1Ccx9SRG4LCRI2M8fiIT6QyXTZ42XYmt2w7uhoxRTazi/EPyjTv+z/Em2AchoSF49vw5Dh05ijnz5kOsHGvWrq3cNOT8aWNB5mnSfKvco61LlIi9gOfQEs0dHFTsEof38UsqlC+vF+skyYQ8wA4aNFDdk94EvbXI8+dvgWKds7OzGm8uLi6xeR5JmvsEepue0PNeXOzXuTnsq4e5nipBrX4ZzJs2Itr+tGxYFa3tPySQKF8iP9yu//3RPuL22q1VDb1gV7NyURWHrp7th31bN62p309Eu7LvLe6kLU0bVEfAi/Po1raRPr6dLG9cp5J+n5iKZ5eObUPTBrawypsDnVtU07dJ6mtkVwqOQ7p/dp0xPXa8bffuSdK8HtgqErBwAo8ePYKVlZW612XIkAGPHz/+mIi4Fvo9A178Czzc/cH664ErdA9c4HfTGa8vrMPdY4uxdm7f9wJdcqya0Rt714zEntVD4bp8GH6f1w3pf0irjlXUKjsWTuqEDU6/Yf/vjrhzdCG8Lm80SFaxEzqPCzGOPSZC3b59+9Sztjwf5siRA6dOnfq4L/KefPs28ubNq9rh4OCQaC6wwcHBEMvGefPmoXXr1qhhWw2lSxRG/nx5kCNHdmTJlAHpv/8W36X9VgmQqVJ9o7KgyvuRPA+HuRZ/CbE808Sw//viC9Uvw2flxPos8eVEiEueXNorAmFyFZNOvn/9dQplnCL8xWJSxuGkSZNUDPZOXbqq/XLm/Bl/blkE34fHEPzyEnSvr0DnfR+6IL8Yj4tIBwAXJioBinXyI+TrZpEvkxJD68DN02jYpAl69+v3WULLdtedSiCbM3eeEoc0iy9NEPvcuYhSIoRF3E+WiQVdxOXad3GjFXFM+244F2FMfnCjir0myStkvWRcNdzP8LO4zErSCsNlhp/F/VbqEPdbw+WGn6X9kfVN26ZR4ybIX6BAuP0NxUmxrpOkEdr2kc3FSk8ENcN1Usey5SvUMmmf3KhEXDS0wtM+CwPts8zFjVdckYWRxO8T6zttveEx5LOIoWLlJ9Zdn2OZaSjORfZZ+lS7bl0cvXbOIq/PmAqTN3yf4KbvUzwJeI2n717hhts9XHp4CxfuXsf521fhsmc35s6di44dxd3ZWv/vm/YwIpafYpkq7tvVa9SAfaNGaNW6DVq2boNmDi1VPLzmLVuhecsPIp0EGZYisU2knqpVqyix7sCfYQ9+M2bMUDc2z+B3FnvuAnWWl1Xr8OHDajwsW7YsUR9sjHrwAA/TE3rei3W1qpZBp2YV9eJV9XIFcO/8vmj7U6tqafRo9SHBhLjliBgWUZQKeXUJ7R1q6+tuXqskVjg5wqZMWMbWjk0qYPTAzuH2a1izHLo2D3Of7dmuIY7sWg3bSh9i30lSilEDwu8T8bjRfb98fAdKFS+E3u3t9e36pX4ZtGhoF64d0dWRZNb5hGWYNOpYZmUkQAJxJuDp6aky28uzT4oUKXDu3Lmo65Sg/cFvAZ/70L06C7gdAh7tBR7uVKKdWD6ddp2pLOVEULpydB10Dz9k6vxvzywV904sucYOcEDI3e0fhD+DDKi6h3ug87gExPC5w8fHB/Pnz4ckyJB+yJ/za9euVZ4QETsjYUxGjAiLtS39PXDgQMRNEuS7CHXjxo1TnkvCSnuGNcZchDsxaBDLORHLpJ9i+KAZOMhzsgizYlUoHlw5c+ZU4qWItuJtVbJkSZQtWxaVKlVSydQkqVpUxc7ODnXr1kP9+vXQ2L42HJrZo9OvTTCwaxNMGNIJGxc5wnn5JKyYOwar5o/D74smYcOyadi9bS0ktuC7dx+s48Sq88KFC8oVe+PGjTh69CiCAnyVm2uYm7IuQc4NDxK/BCjWAbjlZ3li3VWfRzhy9z/MmOuEUqVLf5bIIoLM5q1blQgkGYHkJX/EyFF66zTHMWOV9ZhYkEmR75OnTI3SOk4EHxGjpI6IQpC4qEYX/01cayW5QsT95LuIXPIjHtGyTttWxCxZLyKUtiziXNxZRYiKuFz7LkKg/MBHlSxCthPRS4q2T8R54yZNVObYiMu171OnT1dCW1Sio2wnFnzSl+iER4mZIC7DWr3RzcUNWVyMo9vGcJ0wlnM4euy4zxJ9IxPptGVbXVyRKXNmiJXdjcf3IJZkMRWwuN0HCzxhIdbDzwM9IK6Z8sBz8eJFrFq1SsU0qVixonpQM3zgkQcTyWBcQizwbGxQp04d9S9mu3btlEiniXXy0CH71axphz27dykrU/nHUyZJsHDD1zIyv0Y23oIsMGjvtWvX1HgQ92yzmfxfmZ7Q816ssykf5o4qFmZSbEoXiDZbqteDf5E9a0a90CX7iMXcXufFkTIY8VtH/bY9W1WBTbmiqF+1iFpWo7wVrvy7Pdx+4iLbxC6sTX3b1sLQfp1QumhYfDs5VvXyBXH/wv5w+3yueCbZYPPnzq5vV4fGFVDP7vOt9T73uEbf/q0ZxX00mx8DdoQEoGLwyp+f8uwjz//yLPXp+G26MMsmsbgP9oEu8BVC/J4h5N0znD6+T1lNiUh06uRx6NxP6gW5I5snqOOIS6zryuGAxF/TRLqHuwC3v6HzuAJd4BsgBs8cIrwdOXIEjRs3VkKU9EGSUMyaNUslAYvs/O7fv1+FDBJBq3bt2irGXWTbxfcySVImGW1FKJP3jR9++CGcgCauq5IkI3/+/CqpRrHiJVCqTFlUqGSDarZ2qFOvAZo1b66eZeX8de/eHX369MHAgQMxbNgwSMzdqVOnKqu9FStWQMQvV1dXHDx4EP/88w9Onz6thLHr16/jzp07ePjwocqu+/LlS7x+/Rpv3ryBCLleXl7Kldjb2zvSuSTg8nn3Dj7envB7eRP+j48h+MGBMAvMB+K2KjH2tOIKPNwDuJ8BJH4uJ4skQLHOQsW6IzfPYtP27SrRw9qNf3yWwCKxyUSokeQO8u+GWFSJVVdkRZJByM1Milh2yb8U8gMrseLE317zuZcbhghJ8v2nn37Sr5d9ZHutbqlPlkmRY8s6bT9JKiGCVMmSpdQPtqyT40r8uWrVq6NO3brKzVRcTaXId6lD4r+JZV9kReooUKCAPgmGuMVKfTlz5lL7ST0SG695ixbKPVZi8olLr7gFS5FYdHY1aypBUwSwiZMmq9hzYrGmWaqJu2x0Yp6IitLO8RPCEkqIlZy2r8zFuk/i2Uksvzp16qp1Ur+U2XOclGAqYqm4CwtnEfY0t1+Za665mrgqc0nkIYxHvl8v7ZakG9p+g4YMUfH1tLh9PXv1VhZZEidPE9uMMZ8yfYb6J2vHrt3w8vbCmyAfCna+4YW4yISi6Jbd9X8Bt8A3eBHkBYkl5xHsA49AH1y8fhnrNq7HsOHD0ahRI/WvoWEcPPkssQlFxBOBTx7aqlatqsaUZHyVmCfyz6xMAbpgZe0XXTvMfV1wDB6cze2pQ/7lld8YeQA2m8nvZZzEI6OLOJ8RP69x3WowzJpas1JhSJy3yNp05Z9NqFa2AIrm/0kvdImAJskpurdrFOk+Jw9sQIdmHzLK5s2RUZ+conqFoh/tc+3EdlQqkUdff4ki+VCjQpglnhyrTrUyH+0jbQ1yvwjdmyuRrovYl8eX/0Tm9Gn1x/i1fhk0a1AtRvtGrCtRv3veNJtLiB0hAXMjsGjRImWFJQKWCD8igsV2OnPmDFKmTKnqO3ToEHQvTytBTndvB/auCYsT903KFDi4ZQbg/i907ucQ6nkbCHgJqKzzoTE6tLjrDho0SC+8Sdvl3WrhwoVRCnX//fefshqTbUUgE6EvMScRup4+fQr5Y/Ds2bN68Uwy9Er/JNmHh4eHEsk8vbzxxustPL198PadL/wDwv6sDgkJiYG4moC91IUgNPAtdL7u0HncBCTO6/ui87oL+L8BQi3PUyMBz0CSPxTFOsCiXirvvH2Gc7euKks6iTUnoszniirKsm7LVpQtV04lSTC0sIr4WXO/FKFHs3AT8UlEJk1QEkEs7Xffqe+LDNwtZZu27dt/ZN0lsd9E0BNRSeqYOWu2+iyCkiYmSZw5if0m4p2IZyKiaQKaNhfXVLHaE7EsqiLJIyRJQ99+/ZXwJuJUddsaqFCxEhrY24cT5kSw04RAbW7fsJES+sRdV8RAaY/882MoVGpC5Pc//BAunpxYN2nrRKxLkeJrlaRClonJuizThFDDebr06dV+YqqtHUfcbEWUlO1kPxEvbWvUUHECI4qU0kYpIkKKZaG4SMpNWtx5JX6efJf1YlGp37dCBfVdMpU6zV/w2WMqujFY394eUo4e/xdyk7XEZAUJLWyJRdw9/xe47/0Mf544jNkLnNCufTsUKlRIjSERZKTIP8Eyl/Eh8cq06WHAS4sXVUPE/cXCJomBIyK/WF6azWTClnUjB3ZFt1/s9MJVp2aVUChfDlw1sHh7ceMQHAe0Q65sGVC+WK5wLrAioIlrarYsPyDI/UKkglenX+rr629as4T6LG60zepXjXT7iiXz67cvUSgHxPJNjtOqbmk4DorcBbb9L41QsYw1bG1Ko51DfYz4rRO2r52Nhxf34dHFvbj/3y7s+2MOureui5w/ZdBb70m9pQrnwMShkdebqGJcTERXs7mI2BESMC8CYmUlz8jy/CPPRWJVFdtJRCcxZJDn8127dkL38pTeem7XmiHqGGL9duTwQUAnouDnuTaK1Z+4T4qXhPYHrLh5isumJCqT5+qIk+xz6dIl5dop7ZLjT5w4MdqsshHr4HcSIAHjEKBYZ0li3bsnOHzyXyWk9OnfXwkg0Ykk0a2bPkviKHyFpe9jokUU6bTvYnEVnTuliGsiSom1l7bPp+YiMolo9KntzGm9JKj49ttvo+2zCJfyoixiaFR9nzc/LFujJNiIapu4LJeEGT9mzYpFS5cZTbDb5rpTWddNmzkTV65dV798FOziZl0XW/FPYuNdeXkPG3ZvxZDRw1Gnfl20adMGEv9EJnmEfBnoZfFCnfDVfeYDtXFu6Ylfi1hfisWl2UwmLNZdOb4Djet+sHzTxDfrAtlQ17YcKpWyQuG8P6J62fzo1qIyOjWtiAI5M+uztsr2UsRibueG+ZGKb8ucxqj9tG1l3qJOKYwf2jXS7RvXqQxxmTXcXj6XK5YbzyJJZCGCWlGrnPp9OjatiBa1S6JK6Xywyp0FhfL8iIK5s6ist3YVrNC5WSV93bJd8UK54Od2NtK2JHmxLobxp8zmWmNHSMBECIjro3gYaH9aShy3T7vCRt45iXknYp1Yr23evCmcWLdzdZhYJ3/QHzt2LPIKPrFUhEQtZIm0V0TGUaNG4fnz55HuKX+6nT9/XsVikzbJu17Pnj0hVm2cSIAEEp4AxToLygZ7+vZlJaCs/H2tcn/dsWtXrAUViXMnlmufEnbEGiuqBBCyryQREPHtU/UYrhcLNLFwM1xm7p8HDBykHgqii40nlotyU508dWq0bLJlz452kVgsGoPhrn37kTlLFmV9F53Y+7nrps6YqQQ7l1274enlpX4pPYLf4Yaf5cZEi63gZuz9RMB7HuiJdyH+uOvHuIIa34S/nSeNI4qbdJEiRZJGY4zRioDXpin0vLfcGtCzLepV/ZARNqJIJt+7t7RR7qniArtp6XhYW/2sxDtZJ8Jagxrl0K5Vw0g5+D37D+2afcgKK/tUK5sff7tG7m7rNGkQHOqU0gtqWnvsKpeItH4R1PLl+lHvXqttH928XaPyKGaVDRVLFoDngxNR1pvkxbogvhwb4xJmHSRgbAJijTZ+/Hj1XC4CmMT3/fPPP2OVJVVcTcVyTepZvXoFdO4nPljWxVGsEwHxjz/+0HtBiMfNrl27IrWmE0Yi1EmSAi3zq1jVSaziuFgOGps96yMBSyNAsQ5Q7l7aC5a5zi+531XCnLiwWhcrFidXxZlznFRa6eiEIxF+tFhrEk8tKiEod+48GDYi5lZ14k4r1mPiIhtVndEu37oV211dsW2HC7Zs265PlBHtPlvCkmnE9zbO27bp+yRtU+17f+wlS5epG7nGSthKMokFixZjttNczJg9G+MnTsJP2bLBrlYtDB46FBs2O2Pztm34w9kZy1auxNIVK7Fk+XIVYNWmShVlFblk+QosXrZMJchYsHixqkfOr1jpyfmdM2++cjHW4tlFl/V2x84w8Vezulyzbn2sxeDIxDwRdps1b4F/zpxCcGiY2b5vaIBFJogx198pc+mXuBFb6lS+fHmVLc1s+h/wxnTFHo+rkKyttaqWVZZoEQUuyRRbsURuZTnXu30D5U4qAtauDU4obpVdWcwVyZcV65dMipbB4pmjMXV4Z7SxL4tuDjbKau/13eOR7nPn3F782sQWbRuWQ8u6pZWVXMu6pdCtXZNIt5f2NKpbBVa5f1SWdOKq29DWOpwFnbjdStbXWpUKKSu7KuUKY8vKKQh4/l+UdSZ5oU7EVr/ILV/M5tpiR0jAhAncu3dPxbQWkU2KWMc1aNAAW7ZsUW6nt2/fxoMHDyBWeJG5mmpdF7FOLOekjgUL5kLnfkwv1u1dO1wtl/WS5OBzJ19fX7Rs2VLVIWFLRLgTQS6ySZbv3r1b3b+lLSLUde7cmUJdZLC4jAQSkADFOgDmHl/p6ttHOHDsqBJO2rRvj9Zt28VJRJFYd3JTSpU6tT7GmphVa/HVtLmkvRZLLxUDrUhYHDQtHpo2lzq0zzLPmy+fqlNuEiLKSV05c+VSllq5c+dW2UHFHdRwH8PPRa2toRVZLm2tULEiKlaqhEqVK8OmalXUqVsvQqmL2nXrqiQPkkCiuq0typUvr+KxyT417OxQvHgJ5MmbF9bFiqu4dI2aNEHjpk3RpGlTNG3e/H1pgSZNm6Fxk6aQ9Y0aN4ZkerVv2BBSrySakPq0uvXx3t4nt5B2Svai9BkyIGOmTCq2XbHixZEvf36IqJksWXLFXZhqDwfaXItnJybr2rLo5sI3dZo0nyzioiyWclo8DTm2FhNPSxIiLsnSzso2VVCzdm2079hJxfRr3bZtnMZZRMFOyw47d+FCnHp6FS8CPeET6o+XQd50u4xj0glzEcmSSj8sWayTxCPyG202U6CXaQs+HlcR+voyBvZsreLVFcj1I/Jkz6iKWNI59v8VblcPfNRH1w3z0NzeFvfP7/loXUSh65DrSnRt1xwtG9dCu5b2qFKxNLwenox0v2fXD6Ni2eKob1cR9e0qoF8XB8wc1x+PLh+MdHvtWJJgQrLV/ndoA5bNGoGeHZqifcv6+KVJLVWG9GmL1fPH4vGl/TFORqHVnWTn3nfN5jJiR0jA3AiIuHX48GHlLirP1PLMLc/gkixC4jenS5dOvcNI7OcuXbrg8uXLkSIQl1NJ0CX7z542DroXR/Ri3cE/xqjlKmZdLJI73L9/Xy8oSrI8yVoa1SRioGZRJ7HtRKiLbvuo6uFyEiAB4xKgWAfgScBrs37ZP3f/uhJNJPC/ZEwVV8WIQsjnfF+9dh0mT5uOSVOnYfSYMfqkDlpyB5kPHzkSffv/phIzaNtOnDxFWX+NGT9eJbZwHDsWjmPGYuy48Zg2fYYqYtG1aMlSlXlU4qqNmzARE6dMVduPGDUanbt0RZfuPTBi1Cj0HzAQvfv205cevXujQ6fORi0dO3eBxPcTYa6GnYhtNp+sv0XLlmju4KAvH7epEzp0CivtO3ZEl27d0KtvX/Tp1x+du3ZDJRsblC1XHlWrVVd1/NqmLbp0646KlSpDElWIS+jCJUvx+4YNcN62Pdy5FGu2VWt+V8tlnVYkg+/nnOOI27rs3oP5ixdjlpMTHMeNw6DBQ9CzVy9IIo92HTqodjZs3FiJoJWrVFHJLKbOnBmnY0Zsg3wfN3GSEm9djh/ElbcPzfq6TSrCE9vx+fEBLVmsc3BwUC8swcFmkr0s2DdaESnJCj3RJDB4dfsI7p3babqx3KLpmymejyjb7HkNsMBENcZ9zWFtJBB/BMTN9M6dOxgxYgTy58+vDBQi+6NcxDxxlRUruojThQsX1B9csp/TpMHQPf8rTKx74IIjzpP1Yp0Ig587bd++XYmHUneHDh2izFrr5uaG6tWrq3u3CHXNmjWjRd3nwub2JBBPBCjWAXgW6GG+L/2ej7D/0CEl2uTJkxcitEUmgsRlmevuPdjm4oot27crF9Ode/Ya/RhxaR/3PWhW50NEyw7duuLQvbPme93SUs7kz2083bOTfLXdunVTLxdmE+MmJNDsxLooxSFLEcFMqZ/Bfkn+mmcDScDSCcifUzdu3MDSpUvRsWNH5Q4rLrF169ZVMVzFU0is7po2bfpRRlXJuipeLCKozRo/ALrH+/Ri3VHnKWq5eLccOnToszAHBgZCux+LAOfs7BxpEgzZbsCAASqunbSxTJkyEIs8TiRAAkmDAMU6AO5mmr1QrDuOnDqBnXv3oUSpUhg7YaJZiTYU4cxLhIvp+Vz/xyb8kC4d1uxyNnlBh1Zrn2+1ZirMksYtPuFbMWRIWPY6iedjHlMoxTpTErfMra0BHuZxGbEXJGAhBMTaTgQwKQEBAbh79y5sbGyU6JY2bVpliWeI4sqVK/jhhx/CxDrHLnoXWNx3wfFt0/DFF/+nrOMk4+znTDdv3tS7tWbPnh3u7u4f7S6uvBLHTkJXiFiYNWtWfO5xPqqUC0iABIxKgGIdgNdBb83ypf/c7StKnLOrWQudu3alUHfAMsWtmIpgprRdj169lAD938vbZnntmoogxXZGLTbqoDPqzdpUKps0aZJ66I/M3cdU+vBROz1vULAzQRHM4/4JSDFpS0LfZx8NRy4gARIwLQILFiyAWLdJ2bFjR7jGX7t2DRL3W7nBOnYOJ9ad3SVJ9b6ExADfu3dvuP0+9WXmzLCEfOKC26tXr482F6FOrPW0Y0usPScnp2iTYXxUCReQAAnEOwGKdQA8gt+Z3wv/mwfYd/Av9PttgEqyIFlgTUmMYVspLEY3BmQ85y9QAEMdR+Kqz2Pzu37pBmvy5zTUQmNNzZ8/X710xCa+Trw/8cT2AD6PTFvwMUGh7XMFtufXD2GWY1f8Wr802tUthI5182FAi0IY6FAYnRsUQtsGJTF1ZHd43f/HtM6lz8PYjlruRwIkkEQISJZVEdzEzXTevHnKHdXHxwfHjx/HrFmz9JZtc8eEt6y79OdcfP11cqRIkQKbN2/Gu3fvInVljdjNZ8+ewdraWt2LxWrv5MmT4TYRoU7EvyxZsqhtxE1XXGEleywnEiCBpEWAYp05Wta9e4K/TxzHspWr1A/xH1u2UqijVZ3ZjYFFS5fh+x9+wM4jf5q8sEMLtagt1EyVTbAuJGnd7ROoNcuXL1cP/3v27EmgIybAYfxfmZbAYwHinBLznh3BnT9aolOdnOhSOyv+nVkSobuqAburR1qOTCmBMlYZ8Obuv6ZzPr3vJMAA5yFIgATik8DBgweVK6uIdWPHjlXx7Ro1aqRi1X311VfqnimWdQvGdQ1nWXfz8AKkSfU1xDpOMrWWL18enTp1Uq6qISFRP2MsWrRILw42btwY/v7++u6JULdv3z7kypVLHVfqbt++PV6+fKnfhh9IgASSDgGKdWYYs+7cvWsq42u+/PkZp44indmJdIYWd+07dkLxkiVxyf0uBTta4yWpMRAYGpR07vQJ2JK1a9eqF4AtW7Yk4FHj+VAS5N9EBLBRg7qhhLUV+nZrjZdXdwFuf5tM2z+X8dgeNdG0YkZcX1wuUnEuMtGug92PeHb9sAkxuRbPg5vVkwAJxDeBY8eOIVWqVMqyrnXr1qhZs6YS4ESok+QSIpiJWLdwQrdwYt3940vwXdpv1DrZVtxoRfDLkCED5I+xyLKui+gmmWelPqnbxcVF3z2Jpycx6aysrNR6OW7z5s0hlnicSIAEkiYBinUAHgW8TFIveXGxJLnqEeb++kvr1qhVp45ZCzWGog0/W6bbrLjDFipcGP0HDcR1H/OzzorLbwH3Tdzx4G+hYp246shLwu+//540n3pi0yqdDvC8bjICz7qlUzGihz1si/2AES1ywOufkSbT9pgKdldOuKBG5ZLoWK8AOtfNha4NCqBn0+Lo2qw8ev5SHT1+rYlev9pi+agGCD3QTC/mOVTOhCD3i6bFw0KtdGNzqXIfEkiKBM6fP6+PDSduqeJ2KhleR48ejY0bNyJdunTqvrl4UvdwYt2jk8vww/epkCzZ/zB4UD9MGO8IqwK5lWCXKVMmnDt3Llx3RYwTN1vNWk8y0np5eem3OXXqFAoXLqyOJcJfjRo14Obmpl/PDyRAAkmPgMWLdRIE/KbvU7MQ6669e4wjZ05i4ZKlyJAhI7bscKFYR8s6sx8D4u4tGbb+2L/DLK5jimyJK7IZi79vSEDSu+MnQIvkX3wR6xYvXpwAR0vAQ7y9b1ICz7guFXFveVm4jiqMKoW/Q59mRXFqxwzo3lw2qX7EVLyLarvdmxahfb1CerGuZZUsptf/0MAEHOg8FAmQgLEJiOVamTJl1L1R7o9SbG1tlevp7du3VcgisZjbvHBgOLHO7cwKpE+XBsmT/w/bVo2F7vlRnN49Bz9lCRP3Jk6cGC4hxKNHj5AzZ05VvzwXG1rV3blzB6VKlVJCnxyrUqVKMJ+s7cY+Y6yPBJIOAYsX63xDA8zmBf/8k5vK/TVvvnwY6eho9iINreks05ousvPepVt3FLIughPPrpnN9Wws0Yj1JI749y7kQ4yYpHPLj/+WSNBqeRGRoNlmNfm7m5TIE3h9LUa1/Bm7HYsAu6rizOySGNAoG2yKpMfQ9pVx7fByk+pPVGJc2PIrwO31OL2yNX5rVhAnlv8KvDqn+hf86hJ6N8ihxLpn6yphWJvSptfvUMsU/s1WVsCwAAAgAElEQVTq94OdsWgCEidO/sASkUwT6woUKIDp06fj1KmTqFihNDKkT4PTrtPCiXVel9fjpyw/INU3KXDEeTzwwBVvr21C7WphySPq168Pb29vxVbi0knWV63+Fi1a4O3bt2qdu7s7bGxs9McvXrw4JAstJxIggaRPwOLFuscBr8zj5d77EQ4cPozWbduhko0NhTpa1FnUGBB32IKFC6Pr4D64/PaheVzTjEFn0ufxbYhf0n8CiIcWSiBteVmYPHlyPNSeiFUGvDE9kefJnzg4vSocW/6MwB02SrTT7ayKEzNKoFe9rKhdOgtmDaiL1xfWAqZocffyLF6dW4Xfh5SGU5c82DqsELw2V8Ky3vnx4sgEdb7un/oD0zvkUWLdyn4FcGzDMNM7jxIzkRMJkIBJE3B2dtbHptMENYkZV7RwPvy1aTyuHXRC6L0d4cS6oNvbUKzQz8iRNT1OuUzDvjWj0KJ+BXyVPJm6z6ZMmRJDhw5VopzEsJPvUre4yIrLq4iEIsrZ2dnphbp8+fLh33//NWmWbDwJWBIBixbrAkKDTPpl0NBi5vSNS5gxe45yf2X2V1qcRWZ9Zu7LxB02TZo0WP+Xi9lc14bXOD8njoVcbLl7W6hYp1nWTZkyxbyepUw1I+yrc3js0hmDGmeDy6jCELFOLO2khLhWwf5xRfFLlUwY7pAb7nt7ALfW6K3Sordmu5rwopcIim5/4dKeqVg8oALmdMmL9QOt4PFHJX2f7iwriyYVMiDo8iLVvk3z+uPotBJKrGtVJTNCn59I+HbHNTmJhf6WmNcPCHtj6QTWrVunBLMff/wRhQrmx5dfhlnZyfzHTN+jYun8aGBbCo1rl0OT2uXQrG55JcxlSPctUqb8CtmzpkdqyQz73jpPS0ohFnoDBgxQSSdEqJNYdIMHD4b8cTZo0CDkzp1bLxJmz54dkqldRDxOJEACpkHAosW6Z4EeZvFSf/nVPezYtQs/Zs2KydOmW5RFlbkLUOzf5wmv7Tp0QBFra5x9ecssru3YCkXcL/GFPa/gd6bxFGDkVu7cuVP9sz916lQj15zI1fm9MD2Rx1AkerQbx5xslSvstUWl9eKWJtxdWVAaPetmVWXHKGv4H+oGnBoC3FqdqFZ3wU+P4crOsfjdsTbm9SiMBd3z4ti04kpo1Nou85frK2Ja+1xwHloIIWfGhrX55RkMbWmFYNdqSrCb0rWUaZ5DWtYl8sXPw5NA3AksWrRI3RvLly+Pi8c2ol+nesjxU3r8739hmWA1a7vo5v/78kt8k/IrJE+eDGnTfqvEPxHnkidPruqWfcW6rkiRIkq8k3WyTNxvCxYsiN27d0eaQTbuvWMNJEAC8UXAYsW6YITihhkklpCkEn+fPYFmzVugvr09hTq6v1r0GNi1bz/y5MmLPoN/i9Qd9pafG0U8utcmyBjwtFCxbtu2berlQGLxmNVkYjHrIrWKe3UWQadGY2VfK4xskQP3V5T7SLTz3VoZe8YUQZ8GWTGwcTZluXZxeV0E3VwHvLkU72KX18OT2O+8CHMn9ILTkIZY2NMKhyZZw3vzB+s5Q5FOPp+eVQKzO+dF0D+9gXvO+jYG/TsY437NidBd1dC0Ykb4nF+iXxcpH0NxMyl9DvY1q0uJnSEBSyTg5OSk7o1lypaFn9tpBNzeinO7Z2Dsby1Qs0pRFMidFdmzplMx6iRO3Y+Zv8ePmb9TLrBFrXLAvmZJjOnfAr82rqy3yotO2JN1ItaJS2zbtm1x5coVSLZYTiRAAqZFwGLFutdBbxPkhS2+LVzOPLuBeQsXKau6ba47LVqooRXa51mhmSuveYsWIVWqVNj5959mIcjH928I648fKzxLFes2b96sXkhmzJhhWk9Dn2qtqbrBRiY6PTuCgFNjsLCPNUa0yIFL80t9JNqJCBa0owouzC2FdQOsMKxZdgxunhujOtvAsV8rDO3TFmOHdMPiWY54eOnAp0WwF8eBuxuBK07wPz0Ot1wHY/+y3ljm2BwLBtfEwn5lsaBfOfw+pAxuLikbaXsiinQP19ph7pD6OLZhKPDsaPg2PN4D11FFcM6pNOZ2zYsNk1uEXx8Zl6S6zEKF/09dklxPAqZEQLOsK1asGN4+PqWSReC+C3T3XeB30xmvzq/DgxNLcfefRbjzz0LcOrIANw/Px6OTy+BxaQMCbm1B6H0XOI3piK+//krv2hpRsBMrum+++QbW1tYYMWIETp8+jcBAZpQ2pbHCtpKAIQGLFevu+b8webHusvcDbNm3Gz9ly4aZc5wo1NGqjmPg/Rho0bIlChcpAjcPd9w0AwtaCmrxI6jFJ1dLFeskLo+8PMycOdPwWcP0Pwd4mK7YE40IFfhgP9ZN/gWDm+XGn+OLxkgkMxTN7q+sgFW/WWNSxyKY0qUkpvaogKm9qmJqr2qY2q8WpvatiandSmF25zxY2iufcmNd3ic/DkywhsSXE0HQsL6YfNbtrIYNMzrDeeV06N5cify8XJyGCa1zKbHu1xq5EsQqMN6s9YJ8TP/6YQ9IwMIJbNiwQbmjSgw5d7c7wJMD4ZJJiHAXk+J7wxmbV88MlzRC7rki0mXOnBkdO3bE/v374eXlRUs6Cx9z7L55ELBIsc7fDBJLiFB38NJJlC1fHt169qRIQ6GOY8BgDLju2atE7K7dusEvNBA36f5q8n9OxKewFh91W6pYp7n6zJkzxzyekrReBL2NXBSKRgiLN/EmPo755jL+2jgRIzpXx6ohFeG2tuJni2gxEdpivc0eO1xcWgPLhlbHwjFtcP/Cn9GeD68rf2Bky9xoVDErfO7si3bbJH+eZOxxIgESMGkCf//9N5IlS4YUKVKgdu3a+O/fvSphDh64xkikU0Leg53Qed+GLjQYy5YtU/WJq2uZMmUglntubm5MHmHSo4SNJ4GPCVikWPci0NOkX1z/e3MHLqcPoWuPHqhcpQpFGgORxhiunZu2bsOcefNUsg5J2CFFMu3OX7wEK39fiw2bNsN523ZsdXEleyOzN8b50+qYMn2GepA5evQfeAf7mvQ1Hx9iEuuMX2s9SxXrRo8erSzr5s+f//EThykvCQ00bcHnMwS+R5cPYrmTo3J3ndbXDjcWl0lY4e5AY/ge6o4Lf/TAplldMG98T8yfOhz/7FmLkFcxi5t39YQLmjaogSdXDpr+eQv0MuUrh20nARIAcOvWLWX5plnBFSpUCL27tcHauYNwYd9sPD21Em+vbUTwnW0IvbcduvuuwPN/gOfHoHu8F8EP9sDjziFc+O80Zs+ejebNm6No0aKwt7fHnTt3KNJxlJGAmRKwSLHujt9zk35xP3D1JBavWIEsWbIo0UgTJziPW8w2EehSfP01vk6ZErly50apMmWV5WLZcuVQpKi1KgULF0bOXLn0RbbL8fPPyJQps7oJS0bePHnzIneePMidJy+y/vQT0qVPj9SpU4crElNNYkp8800q9WIrN2/5dyy/lRU2Om+hCGgkEVASr9SpW1f9fLsFvjHp657iWvyKa8bma6liXc+ePdVv2uLFi83vscnrlukLP58h2onFmc+TM9g4dwAm9K6DST2rY/M4Ozzb3ADYY2c0AU8yue4fVxRzu+aB0xB7zJ0yDMvmjMXxfevw6s4xi2P+kaUfxTrz+y1hjyyOgK+vL9q1a6ee9Q2ztEr8uR8zfY/CBbLBppwVWtSrgF7tamFE/9aYMG4UJowbjaEDuqNNq0aoVLEcsmXLhu+++w7169fH9evX8fLlS7q7WtxoYoctiYDFiXVBumCTfmG/8Pw2Nm7ZooShsRMmUtQxkqgjQueOXbvx1VdfYdDwEZg5b0GsyqwFUe83ZdYcjJ86PdIy3WkeZH3mLFnQoHETnlcjnVfJDluseHFcu34dpm5Ra2wxifXFr/hnqWKdg4ODEuvERcfsJl83ixaOJD7cjdO7sHLeeEwd8xtmjeuL6SO7YK5jRzjP7op/lrXBtTVN8GJbU3js64R7Wzqocm59N/yzsgu2T22IxQMrY+6A6lgwuBbmD6qFeUMbYOMUB9zY3h8hF2cDTw9ZNOOPhDoRV+kGa3Y/JeyQZRK4ceMGJk+ejKlTp6JXr16oWbMm8uTJg/Tp0+Pbb79Vf+J//fXXylVW3kfEZTZlypRIkyaNyuoqSSM6deoEZ2dnvHr1iiKdZQ4j9trCCFicWCcvUKb8ktpv+GCkTpNG/XjXqVsPDRs3RuNmzVDfviHqNbBHM4eW+LVtO/Ts3QfDRo2CuAIuWLwEa9atx5YdLokmAu3YuUtZAYr7qFZmO83F4KHDlJupWLXNXbBQX1asXqNcTqXd2vZRzcU1NWJZsWaNqmvW3Ll6d9YRo0YjuiL8/pcsGabNmRsroS62Ap/hfo2aNsN333+PTVu2Jtq5is5Cc/f+P7Fz337VNvm8fdduOG/fgT+2bsP6zc74feMmrN6wUZW1Gzdh7aZNarnL7j2J1p/fN2xEx86d8dzE3d9N+XfLEttuqWKdnZ2dEutWrVplfo9TIX4UkiKxzAt+dQlPrx7Cf4ed8efWpdi4fDo2r5qJLatn4+COFTi8czUu/rNNbRPw4jwZRsIwUpFO2y4kwPyuJfaIBCycgE6ng5+fH54+fYpz587h8OHDcHFxwZo1ayCW6QsWLMCSJUuwfv16/Pnnn7h8+bIS6EJCQiycHLtPApZFwOLEuueBHiYt1u068xfKlCuL9BkyoGfffvi1bXs0a9lKFfsmTVGnfgNUq2GH8hUroXjJUrAqWAg/58ylLLbEbPqbVKmU9ZjMM2TMqNw0Dd065fPPOXMiR86cSJs2rdo2WfLkkH96ZHspGTNlCisZM+n3z54jh1omxxCXTwmiKq6diVm+SpEC4m6qFWm3vg8Z3/dB60umTCoNesHCRTB55uxEE+vEuk7anebbb1Vbv02bVp2z5MmTK5YiJor7bEqDEuZOKy614ZfLNqlSp1ZuuOKKK+XHrD8hW/YcyF+gAAoWKgRx69UX+V6oEApYFQwrBQtCzqucf81kX1yE5ThS7w/p0oUrYhUomYlz5cmDosWKoWJlG9ja1UQ9+4Zo6tASPfv0waBhwzBw6FD8NmgwRo0ZixFjxoQVR0eMcHTE4OHD1fqhI0ZEKayKSF2hYiVUrVYd7Tp0RIdOnfVFkq306d8fvfv1Q6++H4pY17n+vc+kr31LFLxMuc+WKtaVLVtW/VZt3LjRPJ+m3j6g2KSJSJzH/1jwumme1xF7RQIkQAIkQAIk8EkCFifWPfR/afIv7Ms3/Y706TPESVCaNttJuWOOGDMOUsT1s//goeFKu06dYd+4iRJa2nfugm69ekdbevcfoPYfKhZs7+vV5qMnTPzI/XPs5KkfLdPcRMdMnKyvY+TY8Rg4dLhq47DRYzB6/ER9mTJzNiZNn4kJ02dg4vSZcWIydsoU/DZ8JAaNckw06zqx6mvW6lfUs2+kPxfDHUXQGocxkyZHyUu4jZs8Vc9M4244F3baOe4zYCCkyPd+Awfrz2u/QYP126h1g4agY9duapl2biIeZ+gox3D7dOnZC63atFVjx7ZmLVSqUgWlypaFdfES4Ur+AlbIm7+AvlgVKhRuvXXx4ihXoSIqVLZRpZptDdSoVRtZfswKiQ0o4qN1seIoXrIkipWQUkKJhIZ1ap9FXLQuWRxXfR6Z/PVvygKWJbXdUsW6woULK7Fux44dn3wAMckN/F7Ev0BDEYyMtTHw7qlJXiZsNAmQAAmQAAmQQNwJWJxYd8vPzeRf1jf8tR1pv/suTsKUoeslP4fFmZsxbz4GjxqDgSNHY/KsOYnCd/jYCRg1YVKiHNucx0GefPlQraYddl75x+Svf0sSvEy5r5Yq1uXMmVOJdfv374/7E0pSrCHQm0KSJiRxHv9jIdg3KV4FbBMJkAAJkAAJkEACELAosS4UOrN4Ud98dDe+/S5tOEFn0YpVWLl2HZau/h0Llq3A7IULMWvhQsxesQRz1izHnHUr4LRhpSpzVi/DrCWLVZm9fAn0ZdkSzF66BLMWL8Ks+QvD1T97wUIsXLYCS1atDrfcHAQep0WLVd8Wr1ilrPNGT5icaH0UsS4xY+aZw/lUfViwELOWytheitmrliJfQSvY1qsN10tHzOI3wJRFLEtpu6WKdRkzZlRi3dGjRxPgESYRDhEaGP8CDUUwMpYx4HU7EQY4D0kCJEACJEACJJBUCFiUWBcQGmQWL+pHbp1BcslaOmQoSpUto+LKabHhUnydAmnSfovU36ZB6rTfIuOPmcNK1szImjM7cuTLjZ/z5UaOfLmQr2hBWBUvCqsSRWBVoigKlrRG4dLFUbRsSRQtXRxWRQuhnE1FNGrRFN179cBoR0eMHz8eEydNxqAhQzBg8BD0HzQYo8VNdchQtOvYERIzrGuPnmjdti3atG+PNu3ao12HDiq2WKtff0XT5i3U8l/btIWUVm3aoFXr1rBv1Bi169VD9Ro1YFvDDhUqVUbJ0qVRolRplChZSu/qWKZ8Bb1bZKUqVWFXuw5q1qmDWnXqqthoTZq3UPV26NwFfQcMwEjHMRg9dhzGTJiAydNnwGnBQgwbMRItWjigcZOmqFuvvjpepco2KFOmrCoVKlRA5SpVwoqNjYqPVrpsWRQvVUrvplmydBnloilumlWq26o4geLyqcVn+6VtO7Tv3FW5l4o7qeYa7DhpEsR112nhYkyaPgMDhw1TsdV69u6rYrr16NULbTp0gLRfXI/bdzGswxHiHixx7ZKCqKa5UiuX5bHjMGL8eDhOm4JJ8+dg+orFmLN2BeatX4WlWzZgifNaLNy4BvPXrsT8NSvhtGwpZi1aFHU/5i9QovHspYsxa9niD4Ly8iWY9V5UVsKyrFuxFLNXL4PT+hWY57wa813XYf7eDeGKVcmiqOnQEHuuHzeL3wBLEbxMuZ+WKtZJjFC5H509ezapPOcYvx0SR4yCGhnE9xjwf2X8scsaSYAESIAESIAETIaARYl1vqEBZvOivvPcIX1fLns9gOuFv3Hg5kmccruKU0+vYvvZA1i0cz0W7VynL6sPbsGWk/uw/fRBrP5zCxa6/I7Fruuw5sBWbDq6C1uO71Fl3cFtWLn7Dyx3XY9Zaxdh1OyJ6Os4GJ0H9MQvndqiTcd2aNSsCRo2bYwqttVgU60qsmTJojLUSkKEuvb10bxNKzRr2xKturRD5996qH0HThiBgROGY8C4Yeg9YgC6DeqD9r26oP/IwRg+wRHT5s/CjEVzwsoSJ4ydOwX9xg1Dj9ED0G1kf7Qf2AOt+3ZG886t4dC1LRw6t0HTNg5o1aE1HNr+gtoN6sGuVi3Y1qgBEdwqVaqMotbWKFasGIoXL46CBQsiV65cKimCJMGQRAkNGtmjQ5eO6D9oAH4bPFCVfgN+Q5euXdC1a1d9adS4MWyqVkWFSpVQvkJFVKxcGSLwiaBYqHARVfLlLwBJ0CGJLCSjq/bSqgmpkc2//PJLlcijTNkyqGZbXfEsXaEc8hTIh+w5f0bGLJmRKk1qlfzCcP8v//c/pPnuW2TJnhUFrAujTJUKsLWvjVpN6qOGfR3UbtgA9Ro3UuKhZAq2b9QIDRs3UUWEUVkmyR8kEUne/Pn1iSeyZc+OzFl+1CeOUIkpMmRAugzp35cM+OnnHCrphdaeb1KnwjdpwookoNCWa/NkyZPhu/Q/IGPWLPgxx0/IZZVXFfmcM38e5C6QF7nz50WufHmQM18e5CmYHz/nz62KJi6LwPxduu/x1dcpVAKOTD9lQf5ihSEiXInK5VCqSgWUs7VBlXp2qN6wNqra10K1hrVR95cmqmTOlhV5ChfAmoNb9deNKQtBbPuTJH8ePYLfmcyDgLEaKtnt5DdNrv2rV68aq9qkVw/j1lGoi2+hzvMGoGPWx6R38bNFJEACJEACJJBwBCxKrPMJ8U/yL3jGfAm/8vYhTr24jmNPLuGy9wOT7vu1d49j3P7bfs/wNPANXgZ543HAK9z3f4E7fs9w0/dpuDouetxDdPXKPk8CXuNNsA8CdMGQdOkv3N1x/e5tnL12GaeuXsCZ6xdx7uYVXHl4G/fcH+O59yu8DfKFX2ggAkODIC+vMnl4eKjy8OFD3L17F5duXMHZ6xfw7/VzuPz6brh2yRiQ83XG/QYuen5o43+vbuPI3XPY9d/f2HRkJ5a6rMO0lfMwYsY49BzeH626tkOdpg1Qq3E9g1IftnVroXL1qrCxrQqb6lWVIFjVtjpq1auD5r84oHvfXhg1cQxGTRqDKfNnYtKCGZi2fC5m/r4Qczcuw+Ltv2PhttVYsmMtNvy9AxsOu2DdX9ux/cwB/Ot2Ff+6XcHRRxfx192z2H/rpLJe2331GPbdOIH9N0/A9eJhrD/iiuV7NmLpzg1YvnsjVu7brOpcsGUlFm1bg8U71mLpjrVY5rIOy3dtwPKdG7Bo62olGq/a84deRJ680glDZ4/HMKeJGL1ompoPmDoaUvpOGIbuI39Dx8G90LpPZ7To2haN2rdE7RYNlTXpz/nzqGMb8xpjXUlfNEusc+QR7JNwd/IkcqR3797pxfp79+4lkVbFQzNERBExJb4FG9ZvuYz93ONh4LJKEiABEiABEiABUyJgUWLduxDzsaxLrBfQyI57I4IIFtk25rAsotgX0z7d8X+OhwEvIZmI7/m/wE2/8KJhTOvhdmHCkGR0FQF619V/sPW/v2JUNp3ah/XHd+PEs6sfCaPkSsEtPsbAm6C3pvQsYJS2uru768W658+fG6XOJFtJoIflCkkUEeP33HveBBCaZIc+G0YCJEACJEACJJAwBCxKrDOXmHXx8WIZlzpjK2LF5ZjclwKLjIELHndx/OkV/P3gP2Xdd/DuGey4eDhKAU+25djh2EmIMSAWuZY23b9/Xy/WeXp6mn/3396PX9GGophl8g30Mv9rhz0kARIgARIgARL4JAGLEutCdaF8Uffli3pCvKjzGIk/zsTFWdyI/3tzR4l6YpHH85L458VSzoElusFKnDotVqW/v/8nH0BMfoPQILrDUlA0rqDo89DkLwt2gARIgARIgARIwDgELEqsE2QSh8xSXhbZTwoTHAMcAxwDiTMGvIJ9jXOXNqFaLl26pBfrAgMDTajlcWiquDtTsCIDY4wBiYMoAjAnEiABEiABEiABEgBgcWLdI/+XFOtoXccxwDHAMcAxEK9jQBIaWdp0/vx5vVgXHBxsOd0PeEOxyhhilSXX4XkNCLI813nL+ZFgT0mABEiABEjg8wlYnFj3OuhtvL6g0YolcaxYyJ3cOQY4BpLSGJCM0JY2nT171jLFOjnR/i8p2Fmy2BbXvovgy4kESIAESIAESIAEDAhYnFgXGBpMsY4WNRwDHAMcAxwD8ToGAi3Qne306dN6sS4kJMTgUcNCPorr87ungMc1CndxFa8sZf+394DgdxZygbCbJEACJEACJEACn0PA4sQ6gXPf/0W8vqQlJesOtoXWRhwDHAMcAwk/BoJ1oZ9zLzaLbU+cOGHZYp12FuXcB3oC7x5TuLMU0e1z+ymZhCXeIScSIAESIAESIAESiIKARYp1nsHvKNbRqoZjgGOAY4BjIN7GQBT3XLNefPz4cYp1H51hHRDiBwS8BnweA163AIlP9rniTly3l+QFUtTxbyT88ePafnPY3+tmmOWlBSaf+eiy4AISIAESIAESIIFPErBIsc43NDDeXtBowZLwFixkTuYcAxwDSWkM3PZz++TN1xw3OHr0qF6sCw21PMvCzzqnocFhmT9DAwARbyS5QKAXILHL/F8Bfi8AX7cw67y3DwDvuxGEtuuAiD/et8PWiaXWuyeA7/MwYVDqknqVO7Yu8qbpQgCJrSjJUMQVM8gbCPB4f3x3wPdZWJ0+DwFx15Rjed4ME/0szdVXBFZN8NTmkQmI2jrvO4CcEzmHwjQkIPJzwKUkQAIkQAIkQAIkEAUBixTr/CnWUaykRRHHAMcAx0A8jYF7/i+iuOWa9+LDhw9TrDPvU/xx73Q6QIl+mvgYFCb+KQHQL0yEFCFSXD5FQFSCpMcHUVASc4gw6ff8gzgpFohKILz/XqS8HSZUilWg13txUsRLrYgoJtv7PAoTFyVuoIhkIjZK3f7uYQKkiKBi4SjimSqeYe0RkVLaKIKltDskMEzklH5ZoDv7xyeZS0iABEiABEiABBKDgEWKdZKlLylZYbAttAriGOAY4BgwnzHwUMQBC5z+/vtvvVgXHBxsgQTYZRIgARIgARIgARIgARIwDgGLFOsCQoMo1sWTRQkFB/MRHHgueS45BmI3Bp6I9Y4FToZusL6+vhZIgF0mARIgARIgARIgARIgAeMQsEixTtDd8nOjYEfBjmOAY4BjgGPA6GPgeaCHce7QJlbLsWPH9JZ1np6eJtZ6NpcESIAESIAESIAESIAEkg4BixXrHge8MvoLGq1QYmeFQm7kxjHAMWBOY+ClxMCywOnEiRN6sc7d3TJdgS3wtLPLJEACJEACJEACJEAC8UDAYsU6j2AfinW0qOEY4BjgGOAYMPoYkPuLJU6nT5/Wi3WPHz+2RATsMwmQAAmQAAmQAAmQAAkYhYDFinXBulDc8H1q9Jc0c7IOYV9o7cQxwDHAMfD5Y8A7xM8oN2hTq+T8+fN6se7WrVum1ny2lwRIgARIgARIgARIgASSDAGLFevkDNAV9vNfQvniTmYcAxwDHAPRj4F3IQFJ5iafkA0Rge7//u//VDlz5kxCHprHIgESIAESIAESIAESIAGzImDRYt27EH9a1tEFjmOAY4BjgGPAqGMgQBdsVg8KMe2Mm5ubXqw7cOBATHfjdiRAAiRAAiRAAiRAAiRAAhEIWLRYJywe+Lsb9SWNFifRW5yQD/lwDHAMmPsYCNGFRrjVWsZXb29vvVjn7OxsGZ1mL0mABEiABEiABEiABEggHghYvFjnFxqIG7QqoWDJMcAxwDHAMWCEMfA80CMebtWmUWVoaCi++E0jKwsAAA14SURBVOILJdgtX77cNBrNVpIACZAACZAACZAACZBAEiRg8WKdnBOP4Hd8STXCS6q5W8uwf7QI4xjgGIhuDNz2e4ZQ6JLgrT7hmpQ6dWol1s2aNSvhDsojkQAJkAAJkAAJkAAJkICZEaBY9/6EPg/0pGBHwY5jgGOAY4BjIFZjQLKLi6W2pU/Zs2dXYt348eMtHQX7TwIkQAIkQAIkQAIkQAKxJkCx7j06sYV4FPAqVi9p0VlacB0tcTgGOAY4Bsx/DHiF+Mb6RmxOOxYvXlyJdcOGDTOnbrEvJEACJEACJEACJEACJJCgBCjWRcD9Ougtbvo9pWhH6xqOAY4BjgGOgRiNgWcWHKcuwi0Utra2Sqzr06dPxFX8TgIkQAIkQAIkQAIkQAIkEEMCFOsiARWkC8GLQE+IWxMtYszfIobnmOeYY4BjILZjQOLUWWr210hun2jRooUS69q3bx/Zai4jARIgARIgARIgARIgARKIAQGKddFAEtHuZZA3bvu6UbSjhQ3HAMcAxwDHQLgxIH/o+IT4R3MXsbxVv/32mxLr6tevb3mdZ49JgARIgARIgARIgARIwEgEKNbFEOS7EH+8CPLEff8X4V7WYmuNwf1oycMxwDHAMWB6Y+Cm71OI26tPqD90Fp75NbLbp5OTkxLrJHYdJxIgARIgARIgARIgARIggdgRoFgXC26h0EHEO4/gd3gV5I2XgV7wDvGDb0iAeom7wZh3FDRpgcQxwDFgVmPgccAreAf7IlQn6Yg4RUXg+PHjSqxLnjw5/P1pdRgVJy4nARIgARIgARIgARIggegIUKyLjk4s1wXrQuAe6IVbfnSfpeWQ6VkOmfM5k+Qxcl1q5Y7fM2UtK5mg3QLf4JH/S4jllDkzYN+ivyYlBt0Df3e4BbxRf8aIQCe/6ZxiRiAgIACpUqXCF198ATc3t5jtxK1IgARIgARIgARIgARIgATCEaBYFw6Hcb/odDplcScWGUxWEf0LMgUE8jEcA3K9iGhyz/8FHvq742nAazwP9FBWrG+C3iqrVhFRxKJVrFx9QwPgHxqEgNAgSKxJCfgvJbZWUCLOSJ0ewT7K/f1hAEU8w/MT3eebfm7qvD0JeK0S9bwJ9lEWaXKe/EIDEagLVuKXnB85V1LkvMn5k/WynRQ5t3KOvUJ8IXWIBbOMAan3of9LdYy4/CEi40t+mzXLaGlDqC7UuDcBC63t33//xb59+yy09+w2CZAACZAACZAACZAACcSdAMW6uDOMUQ3yYuoV7Kusd+LyghndSzLXUfBKCmNAhDbNck3mYr2mlbt+zyHCV5j45qksl8Sd/G2InxJqRDCRayWpToGhwaqt4v4ucctE7BFBUfoXHxZ5Gj+JlSncRKiS474I8oL7+yJteR30VhX5rC2X7Z4GvIFYDd7ze2H0RDk3fJ+ovj8NfKOOLedQhLfEmGTMyNh5915gFR6SHEhYiMCnFeEjQmBSHmOJwY/HJAESIAESIAESIAESIAESSFoEKNYl0vkQKxLP4Hfqxfue33Na3jG+V7y6XoazVHsv+ojIIkUTMiSBiib0vA4W6zUfeL0X0iKzihLBQwqD7H/4EREWIQhF4HsrMUlCIAxFJBKB8r6/uxLNxFpQuIvFmGQT9Q8NRJAuON5FJDlbciwRSEXMExFQLOGiEnlFgLzzXmCV7WVciCgnwphYDnMiARIgARIgARIgARIgARIgARIwPgGKdcZnGusaxQVLLFNEyBNxRF6K5UVfXqzDFx/1XcQ+5QoY7Kte+DVBRfaXl2lxN5OkF1KPbCuCgVjkSCwmsQiSuEzKIiial/WoXuK5PGGt+EQ0MbRW0yyu5ByKtdXzQE9lSSQCm4yJdyFhbqHizknXvlhfkhazoya8am6pMqcIazGnnx0lARIgARIgARIgARIgARJIYgQo1iWxE5JYzZHYXiLsSMwoiRUlccFeBHoqt12xAhJXv/hw86Po9wSS9EAsnERAFWsrEVVFpBXxVURXsYbiRAIkQAIkQAIkQAIkQAIkQAIkQAIkYBkEKNZZxnk2Wi/F2kasbkREkgD8YrX3JshHWXWJm9xj/1dKeJLg7Tf8mFVTEyNFkJN4bRI/TKzgRAwV90dhyYkESIAESIAESIAESIAESIAESIAESIAENAIU6zQSnMcLAXGvE3dcsdgLi9/lq1x4lUtuoGdYAHz/lyYt8Ckhzv+5ciuWGHBikSixyETIFJfk4CScMCFeTjorJQESIAESIAESIAESIAESIAESIAESiDUBinWxRscd44uACtL/Pn6fCH1hMfwClCWaxGOT+HsSw09lfAwMy4opVn1SRCwTd1KxYJN4bhLQX8tEqs0jxn7TrN8Ml9/2dVOuvw/9X+JJYFgGTkm+IMf0CpGYcGEuqiJGciIBEiABEiABEiABEiABEiABEiABEiABYxGgWGcskqyHBEiABEiABEiABEiABEiABEiABEiABEiABOJIgGJdHAFydxIgARIgARIgARIgARIgARIgARIgARIgARIwFgGKdcYiyXpIgARIgARIgARIgARIgARIgARIgARIgARIII4EKNbFESB3JwESIAESIAESIAESIAESIAESIAESIAESIAFjEaBYZyySrIcESIAESIAESIAESIAESIAESIAESIAESIAE4kiAYl0cAXJ3EiABEiABEiABEiABEiABEiABEiABEiABEjAWAYp1xiLJekiABEiABEiABEiABEiABEiABEiABEiABEggjgQo1sURIHcnARIgARIgARIgARIgARIgARIgARIgARIgAWMRoFhnLJKshwRIgARIgARIgARIgARIgARIgARIgARIgATiSIBiXRwBcncSIAESIAESIAESIAESIAESIAESIAESIAESMBYBinXGIsl6SIAESIAESIAESIAESIAESIAESIAESIAESCCOBCjWxREgdycBEiABEiABEiABEiABEiABEiABEiABEiABYxGgWGcskqyHBEiABEiABEiABEiABEiABEiABEiABEiABOJIgGJdHAFydxIgARIgARIgARIgARIgARIgARIgARIgARIwFgGKdcYiyXpIgARIgARIgARIgARIgARIgARIgARIgARIII4EKNbFESB3JwESIAESIAESIAESIAESIAESIAESIAESIAFjEaBYZyySrIcESIAESIAESIAESIAESIAESIAESIAESIAE4kiAYl0cAXJ3EiABEiABEiABEiABEiABEiABEiABEiABEjAWAYp1xiLJekiABEiABEiABEiABEiABEiABEiABEiABEggjgQo1sURIHcnARIgARIgARIgARIgARIgARIgARIgARIgAWMRoFhnLJKshwRIgARIgARIgARIgARIgARIgARIgARIgATiSIBiXRwBcncSIAESIAESIAESIAESIAESIAESIAESIAESMBYBinXGIsl6SIAESIAESIAESIAESIAESIAESIAESIAESCCOBCjWxREgdycBEiABEiABEiABEiABEiABEiABEiABEiABYxGgWGcskqyHBEiABEiABEiABEiABEiABEiABEiABEiABOJIgGJdHAFydxIgARIgARIgARIgARIgARIgARIgARIgARIwFgGKdcYiyXpIgARIgARIgARIgARIgARIgARIgARIgARIII4EKNbFESB3JwESIAESIAESIAESIAESIAESIAESIAESIAFjEaBYZyySrIcESIAESIAESIAESIAESIAESIAESIAESIAE4kiAYl0cAXJ3EiABEiABEiABEiABEiABEiABEiABEiABEjAWAYp1xiLJekiABEiABEiABEiABEiABEiABEiABEiABEggjgQo1sURIHcnARIgARIgARIgARIgARIgARIgARIgARIgAWMRoFhnLJKshwRIgARIgARIgARIgARIgARIgARIgARIgATiSIBiXRwBcncSIAESIAESIAESIAESIAESIAESIAESIAESMBYBinXGIsl6SIAESIAESIAESIAESIAESIAESIAESIAESCCOBCjWxREgdycBEiABEiABEiABEiABEiABEiABEiABEiABYxGgWGcskqyHBEiABEiABEiABEiABEiABEiABEiABEiABOJIgGJdHAFydxIgARIgARIgARIgARIgARIgARIgARIgARIwFgGKdcYiyXpIgARIgARIgARIgARIgARIgARIgARIgARIII4EKNbFESB3JwESIAESIAESIAESIAESIAESIAESIAESIAFjEaBYZyySrIcESIAESIAESIAESIAESIAESIAESIAESIAE4kjg/9uxQwIAAACEYf1bE+LIBQAxebEuApoTIECAAAECBAgQIECAAAECBAgQeAmIdS9JPwQIECBAgAABAgQIECBAgAABAgSigFgXAc0JECBAgAABAgQIECBAgAABAgQIvATEupekHwIECBAgQIAAAQIECBAgQIAAAQJRQKyLgOYECBAgQIAAAQIECBAgQIAAAQIEXgJi3UvSDwECBAgQIECAAAECBAgQIECAAIEoINZFQHMCBAgQIECAAAECBAgQIECAAAECLwGx7iXphwABAgQIECBAgAABAgQIECBAgEAUGFi4VsjX3w3TAAAAAElFTkSuQmCC"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So far we have used the local Braket simulator. This is a great choice for quick prototyping, but it is not suitable for large circuits with many qubits and does not provide a connection to quantum hardware.\n",
    "\n",
    "Amazon Braket also provides access to fully managed, high-performance simulators and quantum processing units (QPUs) from different [providers](https://aws.amazon.com/braket/hardware-providers/). These devices can be accessed through PennyLane by changing a single line of code, unlocking the potential for machine learning and optimization on quantum hardware and high performance simulators!\n",
    "\n",
    "![remote-single-job.png](attachment:remote-single-job.png)\n",
    "\n",
    "Each remote Braket device can be selected through its [ARN](https://docs.aws.amazon.com/general/latest/gr/aws-arns-and-namespaces.html). The supported devices on Braket are listed [here](https://docs.aws.amazon.com/braket/latest/developerguide/braket-devices.html). For now, we will pick the managed SV1 simulator."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-block alert-warning\">\n",
    "<b>Caution:</b> Running hybrid algorithms on a QPU can take a long time and incur high <a href=\"https://aws.amazon.com/braket/pricing/\">usage fees</a> charged to your AWS account.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "device_arn = \"arn:aws:braket:::device/quantum-simulator/amazon/sv1\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We also need to choose an S3 folder to store the device-execution results:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Please enter the S3 bucket you created during onboarding\n",
    "# (or any other S3 bucket starting with 'amazon-braket-' in your account) in the code below\n",
    "\n",
    "my_bucket = # TODO:  Fill in the name of the bucket\n",
    "my_prefix = \"demo\" # the name of the folder in the bucket\n",
    "s3_folder = (my_bucket, my_prefix)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In PennyLane, all remote Braket devices are then accessed through a single PennyLane device named ``braket.aws.qubit``."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "dev = qml.device('braket.aws.qubit', device_arn=device_arn, wires=2, s3_destination_folder=s3_folder)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A follow up [tutorial](./1_Parallelized_optimization_of_quantum_circuits.ipynb) shows you how to use the remote device to run multiple circuits in parallel, while the [QAOA tutorial](./2_Graph_optimization_with_QAOA.ipynb) takes a deeper dive into graph optimization, including using SV1 to optimize a 20-node graph."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's execute our circuit on SV1, as well as calculating the gradient:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Result of circuit run on SV1: -0.9999996577749632\n",
      "Result of gradient calculation on SV1: [ 0.00041962 -0.000713  ]\n"
     ]
    }
   ],
   "source": [
    "@qml.qnode(dev)\n",
    "def circuit(params):\n",
    "    qml.RX(params[0], wires=0)\n",
    "    qml.RY(params[1], wires=1)\n",
    "    qml.CNOT(wires=[0, 1])\n",
    "    return qml.expval(qml.PauliZ(1))\n",
    "\n",
    "\n",
    "dcircuit = qml.grad(circuit)\n",
    "\n",
    "print(\"Result of circuit run on SV1:\", circuit(params))\n",
    "print(\"Result of gradient calculation on SV1:\", dcircuit(params))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-block alert-info\">\n",
    "<b>What's next?</b> Check out the other tutorials in this folder to understand how Braket and PennyLane can be combined to solve a range of problems, from graph optimization to quantum chemistry.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "file_extension": ".py",
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